{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、前期工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本文将手把手教你用TensorFlow2实现验证的识别，整个项目的完整代码都在文章了哈，大家按顺序copy即可运行。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/1seo9uOykQwAcsV7_Wqw7gQ （提取码：vw70）\n",
    "\n",
    "我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2.4.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.设置GPU"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果使用的是CPU可以注释掉这部分的代码，不影响运行。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    tf.config.experimental.set_memory_growth(gpus[0], True)  #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpus[0]],\"GPU\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "import os,PIL,random,pathlib\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import numpy as np\n",
    "np.random.seed(1)\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 1070\n"
     ]
    }
   ],
   "source": [
    "data_dir = \"D:/jupyter notebook/DL-100-days/datasets/captcha\"\n",
    "data_dir = pathlib.Path(data_dir)\n",
    "\n",
    "all_image_paths = list(data_dir.glob('*'))\n",
    "all_image_paths = [str(path) for path in all_image_paths]\n",
    "\n",
    "# 打乱数据\n",
    "random.shuffle(all_image_paths)\n",
    "\n",
    "# 获取数据标签\n",
    "all_label_names = [path.split(\"\\\\\")[5].split(\".\")[0] for path in all_image_paths]\n",
    "\n",
    "image_count = len(all_image_paths)\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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g+J6xSfpOIYTeBfZNTdMuNnnjBkJ9ly7OJdf8kqZpz4hQ/qlfE9pefr7UAAqapj2s+39UCFE9RmTzCcXcyN/6hBB/ILR78BOErECbgC9omjYsQjFtO0Uo7u6bhPr5ekJuxa2EiNDnCI23hwntGnsAOCiE+MSY+6uGkJXs3wgtGuYIIe4glIriHwklKb1P0zTpPoOxXD5j7fJ/GbPGGjBwucIgPwYuFSIJKdjvapq2a4yw3EZopXkroRXso4RWoJWErCkRhCbQ1yaw/KhdRWM7vKqAo8BJQsq6bsz8byZkZSkZm1QjCbkINowRHzMha8XDmqbVj11/JaHJ4amx+oWjmJA7qY9Q3pwJd+9omtYxFjNyn6ZpjzHmnhv7TU8unJM1mggFae9jcnfJvxOazH41WR0IWQTk9d5CpERoe7/M5/JpQrl5Jk0MqUM055LuTYQO4HOapr0x0Y9jMSf36Q59G1g8RuiGCKVGOASsJ5R4MZnQNut/CbfohEPTtE4RyhqeN/b99+jaX1duwuMXQrhFSNO0F5jc0jVIaOdW4yS/TwXJhNzFp3nrzq95hMbDjYTijf5JxihpmtYlQjl5rh6zGo4LuBeh4OQIQlbHdWNxaD8cG09tY1anlwmR1Ds0TWsXQjwAfJEQmasWoU0I3xFC3DZG1L44dr2RUBW0aiGE3O4u8XYzkBswcEkgQos3AwYuPUQoGHkqO4je6X2Edh7BFkJEaZrmushrmscmk0uO96qd3m+Ic7vxzk7gcpMTdSHQNBbrZeADgrczxgwYeC9hkB8DBgwYMGDAwBUFI8+PAQMGDBgwYOCKgkF+DBgwYMCAAQNXFAzyY8CAAQMGDBi4omCQHwMGDBgwYMDAFQWD/BgwYMCAAQMGrigY5MeAAQMGDBgwcEXBID8GDBgwYMCAgSsKBvkxYMCAAQMGDFxRMMiPAQMGDBgwYOCKgkF+DBgwYMCAAQNXFAzyY8CAAQMGDBi4omCQHwMGDBgwYMDAFQWD/BgwYMCAAQMGrigY5MeAAQMGDBgwcEXBID8GDBgwYMCAgSsKBvkxYMCAAQMGDFxRMMiPAQMGDBgwYOCKgkF+DBgwYMCAAQNXFAzyY8CAAQMGDBi4omCQHwMGDBgwYMDAFQWD/BgwYMCAAQMGrigY5MeAAQMGDBgwcEXBID8GDBgwYMCAgSsKBvkxYMCAAQMGDFxRMMiPAQMGDBgwYOCKgkF+DBgwYMCAAQNXFAzyY8CAAQMGDBi4omCQHwMGDBgwYMDAFQWD/BgwYMCAAQMGrigY5MeAAQMGDBgwcEXBID8GDBgwYMCAgSsKlosp7HQ6tbS0NIQQUyovhEDTNFVe///5znknv19suYst+27X4d1+nndarqGhge7u7otrkIvAxcqQxOXclhdb9t2uw1TGjKZpFywfDAYJBAK4XC4GBwdxu90Eg0GsViuJiYk4nc4p3/fIkSPdmqYlX7DybxPvlxzp2/JKk6P3utzlposuRT8aMnTpy02miy6K/KSlpfHYY4+pG+lvqCc4FouFnp4eBgcHSUhIICYmBiEEFstbb2cymTCZTASDwXFKRQiByWQad215PPyhJ/p9orpNdmyq15/snu+k3OVWt2XLlnEpMRUZeqdt8U7b7MMkQ/J/i8VCMBgkGAyqsWUymdA0jcrKSsrKyjhw4ABlZWU4HA6uu+46li9fzsqVK0lMTCQiIkLd93xtJY9ZrdYGLiHeDzmSi7dgMIjFYiEQCGAymS547Q+DHF2pugjAbDYzMjJCT08PkZGRJCYmYrVaL/p5rnRd9H7VbTJddFHkZyqQCvWFF17g2WefJTIyktjYWDIyMsjIyCAtLY3k5GQSEhKIjY0lJiYGu92O3W5XAiWvIRW1AQMG3h7kAsLj8WCz2QgEArS3t9Pc3MzevXvZvn07o6OjJCUlsWDBAj72sY8xffp0YmJiMJlMREREjLPYXsnjURIe+Wk2m9/vKhm4xBBC4PP5+NWvfsXWrVu59dZb+fznP08gEHi/q2bgHeJdJT9SMXq9XgYHBxkZGWF0dJSenh7OnDkDhEzrZrOZ6OhoRX5iYmJITk4mIyODlJQURZTi4uKIjIzEZDJhtVoxm81vYZSTKeWJ3G3h5uqJFPn5TNpTcdvpy8l7yglIXnei64Qfu1InmYmeO7wfw/8/3/kXclFcTDtPtW7vFHr50d9HL0sTyctEdQgEAvj9fvr7+ykrK2Pnzp3U1NTQ1dVFSUkJ9957L7Nnz6awsFARHrn4EELg9/uxWCxomobZbP7ALEj0/QIh8hcZGTlhO+rLy2MTPaPP5+PUqVNKV03FlTjZPcLvcynb9N2S8SsNUlY0TSM2Npb+/n7Onj3L0NAQUVFRb5EZeY7+fD0upCMuZT+F605ZfqrnnK8Ok81nF6rTZPcMv/5U73mxeFfIj74RTSYTZrOZxYsX09DQQGlpKUlJSXR2dtLV1UVvby89PT309/fT2dlJc3OzOtdsNmM2m5XrLDIykqysLFJTU0lPTycpKYnk5GTi4+NJTk4mPT2d6OjoCScEqeD0E0kwGFT107sA9M8QDAZDDWOx4PP5lOK3Wq24XC6ioqLw+XzYbDZ8Pt+U2kTWxe/3Y7Va1aphog68kECer9w7Off9xlSeJ7y95ECRpFj+HggEiIiIUBO37NOJ7qn/nGrdzGazkg2TyUQgECAYDBIZGan6Nlz2LvSs+meSRAMYJ6PyN+l20V9Duo7ltUdHR6msrOT48ePs3buXY8eOkZeXx4wZM/jMZz7D0qVLSUxMxGQyYbFY8Pv9b1GOsh76xcP5TM+XA8IXRJqmUV1dzR/+8Afuvvtu5s+fj9VqfYu8yPbTj9NwuFwuHnvsMW677TbS09Pf0r8X2x7hREyIc65+aVnS3+PtjPe3K+NTvf6lOPf9Rnifms1mCgsLsVqtnDp1Co/Hg91uV2PfarXi9/vVwkE/j8i5Rj+upW6YiPxein6ScibDTvT10S/MJaSBQr/Ykc8TTj7C57iJ6jXRs01EwML1uRyPen0Urn8m07FTwbvu9tI0Db/fz759+zh06BA2m41PfvKTaqIYGhrC4/EwPDyM2+2mq6uLtrY2WltbaW1tpaurS1mOfD4f1dXVnDp1ahxxiYuLIyIiApvNhtPpJDU1lYyMDAoKCsjKyiImJobo6GjlcouMjBynyH0+n7IkSSGQk4oUXjm5yU4YHBzk7NmzinB5vV7sdvtbnh1QhEkqVXk8EAgwNDSkVqD6CXIiTOX4xa4ALnTu5YCJ6iUHlj5mBUJt7fV6CQaD2Gw2RVT9fr8a5LJfL/ae5ysnr+f1erFYLEqW9C7bcIvfVO6pfzb9Ksjn89HZ2cmBAwdoaWkhOzubm2++WbmlZExCbW0t27Zto7KykuHhYSIiIli7di1f+cpXyM7OJi4uTtVXtuVklqaptNXlKkMSbrebZ599ln379tHQ0MBXv/pVli5dislkwufzKcsywPDwMAMDA2RmZk44LoeHh+no6CAnJ2fS+12on8MXaJLkSr0pY6vkRDXRRDeVe061bm/nGSY7/mHURZIU5+bmEhcXR19fH42NjcTFxanxLjcFeL1e1b8ulwuv18vIyIjycERERADnZEC/YNHj3e6nQCCg5jRpAW1tbaWmpobZs2cTGxuLyWRS+lPKnlw8ynlM6ja5oNSHpsjfZR3kIkI+o2xLPfGTbRGuf+S19bpU0zQ8Ho96ppiYmAm9KheDS0J+oqKiWLp0Kdu2bePgwYOcOnWKefPmAaiGTktLIxAIMGvWLLxeL/X19TQ3N9Pf34/NZiMtLU0p9K6uLtrb22lvb6ezs5Pu7m76+vrGNQycY4w2m42EhARSUlJITU0lKSmJtLQ0FW9UWFiI0+lUJEhPRGRH6C0GmqZx/PhxKisrAZg/fz4mk4nZs2ePC+KWHej1elVd+vv7GRwc5MSJEwwNDWEymZg2bRqzZs1SpExPkAxMDLkSDl9JSUtLMBikoqKC9vZ2bDYbJSUlJCYmvqvuKAm3283Bgwex2+1kZGTgdrvJz88fR6onszZNBXo5lGT84MGD/Ou//iu1tbXYbDbuvPNO1q1bR0dHB3v37mX//v1UVlbi9XpZsGABt956K8uWLaOwsFCtUM1ms4pZ8fv9ahXq8/kuSA4/iAgGg8TFxXHddddRXl5Oe3s7//Vf/8U3vvENli1bRkxMDMPDw9TV1bF7926OHj1KUlIS//zP/0xcXNxb4jqGhoZwu90kJSUBb89qoe9Tq9XKyMgIkZGR+Hw+IiIiGBkZISoqCk3TlPXSiC16/yDHcXp6OsnJyfT09FBZWcm8efMUWZX6yGq10tfXx7Fjx9ixYwc1NTUEg0GysrLYuHEjq1atUgRDWpTeq3FntVrp6OigoqKCwcFBXC4X/f39NDU1sXjxYhwOB7m5ueOeObxuksxIfaEP9ofQQlAaKGQZj8ej5Fdal10uFyMjI4yMjOByuZQhZHh4GJfLxejoqPp9ZGQEr9eLz+dTYTTLly/nS1/6kmrLt4t3nfxIM/KyZcuYPXs2+/fv58knn2T69OlERESoBpUN0djYyHPPPcf27dvp6+tDCEFycjIrV67kU5/6FImJifh8PuVa8Pv9eDweuru7lbWotbWVjo4O+vv71S6z9vZ2mpqaVEdarVYsFgsWi4WEhATWr1/PvHnzSElJISUlhaSkJOW2kBOE7NyWlhZOnTrFc889R0lJCdu2bePOO+9k9uzZ455db9ocHBzk0KFDvPHGGxw/fpzOzk6GhoaIiYmhsLCQ3/72t+MGgoHzQ7ZRIBBQqw+Xy6Umru3bt9PV1QWA3W5n+vTpfOQjH2Hp0qXvejwOhCwxL7zwAsFgkJKSErKzs5W8vJMBOZHP2+/343a7aWxsxOVyERMTQ01NDR/5yEfw+XxkZWVRXFzMN7/5TWbNmkVMTIyKSZAWKLn6k1Yx+ZskRR9GAm4ymfB6vSxZsoRvfetb/PCHP6S2tpb//M//5Itf/CLXXnstbrebb37zm3R3dxMIBLjxxhsVGQlX/g0NDWRmZirL7tshPhDqz0AgwPHjxyksLOTQoUPAub632+3ExcUxMjJCbm4u8fHx70JrGHgniIyMpLi4mPLycuWJ0LtP/X4/lZWVPPfcc+zatYuhoSEgRCTq6uo4ffo0jY2N3HfffTgcDrVwfy+IrdlsprGxkcrKSk6dOsWePXvYsGEDr776KtOnT2f79u3cd999mM1mMjMzxxF0qStGRkZob29XFiRpRXK73YqcyIX+0NAQIyMjypI6PDysjksCZbFYsFqtb/mLiIjAarVis9mIjo7G4XCQlJREdHQ0SUlJWCwWioqK3pX4w7dNfs53UykYt99+O0ePHuXo0aOcPHmSpUuXqg7XNI2qqip+85vfsH//fkU2gsEgjY2NdHZ2omkan//853E4HMoHr2kaDoeD5ORkZs6cOU74hoaGVCNLE3VbWxttbW00NjbS1taG2+2mr6+Pv/71r/zpT38iMTGR+Ph4MjIyKC0tZf78+RQUFBAZGYnD4WBkZIQXX3yR3//+98qtcO+99+JwOCZc3QshqKmp4ZlnnmHz5s20trZitVpxOp3k5eUxNDTE6OioEqqJ4iku1L6XAu8HAZvsnpPFQslPi8VCb28vr732Gq+88gq1tbVqhRwMBhkeHqazs5Pe3l7i4uKYMWPGpANlIpdEeBxGeHmPx0N7eztbtmzBarXS0NDA1VdfTWJi4ji/evjKaLLAwIn6XS4ihoeH6e/vZ//+/WoM9Pb24vP5+MhHPsKCBQsoKChQFlV5rpxIJanRuw31JE2fauKdysD7ReLPJ0fyuWfMmMG3vvUtfvCDH3DmzBl+9rOf4fP5mDFjBh0dHaqd9O6J8GvV1NSQl5enrHvSMjRR3EL4mNYTn8HBQerq6njzzTeVjpBudK/XS0pKChEREeTn5zM6OsqKFSvG1UNCT86mEvtwoSDUcJdc+FiY6jnvFJeTLgJUjN2cOXN4/vnnaW5uprOzk/T0dLUoP3z4MD//+c+pq6sjISGBOXPmkJ6eTmNjI8ePH6e7u5snnniCkpISli9fTmRk5KR10Le9/rj+d/1i5Xz9KXHs2DH+4z/+g8TERLxeLx0dHcyYMYOTJ08SHx/Pk08+icvlYt68eSQkJDAwMKBIW11dHS0tLXR3d2Oz2dRiSm/psdvtKtzE6XQSFxdHdnY2M2bMIDo6Wm1sslqtREZGYrPZiIyMVKQnMjKSqKgodSwiImKcV8VsNo+zVvv9/rfdnxIXTX6mYuqVynXOnDksWLCAPXv28OKLLzJv3jxlXWloaODHP/4x1dXVzJkzhxtuuEEJy1//+lcaGhrYsmWLyjUiryvrIE2Nsi5Wq5W4uDgSEhLGsWnJVGW59vZ2WltbcblcnDlzhtraWhobGzlw4ABvvPEGQgiioqIoKiqisLAQh8PB66+/ztDQELGxsQwNDVFdXc2GDRuUG8bv96NpGqOjo5SXl/Ob3/yGffv24fP5mD9/Ptdddx0LFizAbDbT2dmJw+FQ5kA5eN5pYONk5aZybvjgutSY6vPoJ2V9HIzf76e2tpaf/exnBINBCgoKWLRoEVlZWdTX17N161Z6enqoqKjg2WefJTc3F5vNNs7tI0m4DHyXx2QMkVzd62N3JNn1er00NzdjtVoZGBjA4/FQVlbGbbfdht/vH+fO1JMKaSb3+XxomobdblcWGWkOljsjW1tbqa+v5+TJkzQ2Nqo4OQhZBr7yla+wZs2at8iM/AwnQhMpUIkLBTJfjjIk73W+++mf3Ww2U1JSwsMPP8z3vvc9Tp48yS9+8QsWLFigiCZASkrKOFIoj/v9fhoaGpS7Wro4pYxMZA0KD9YMBoMMDAxw+PBhdu7cSV9fn4qL9Pl8pKSkEAgEqK2txWw288Ybb3DHHXcwf/58oqOjlUtdTl7FxcXKxa4n2vr4Rn0AtbSY6uupj8nQt6l8dr2lXp4r72G1WsdNRPog2g+KHE1FhqSOLy4uxm6309jYyODgICkpKWpjzM6dO2lra+Pmm2/mnnvuISsrC5PJRH19Pb/4xS/YtWsXfX19vPDCCyxcuBCz2TwudYIMstdvWoDxmyuAcbE0+jEs+1uWkbKvaRper5ehoSGys7OZM2cO06ZNw2KxcPz4cRITEzl79iyjo6P09vby6KOPAjA6Okp2draKo126dCk2m438/Hzi4uJU7GB0dPS4+Njz/YW3+fkWuDCe0OvjEy8UwzlVGboo8jNZZfXQD6zo6GhuuOEGDh06xIEDB/jhD3/IPffcQ3JyMs8//zyVlZUUFBTw9a9/nfz8fKxWKzNnzqSrq4tf//rXDA8Pc+LECVasWKEaAM4xcf0A1jdoMBikp6eHjo4OIiMjyc/PV4M5KyuLnJwcNE1j/fr1avIaHh6mvb2dEydOcOLECRobG9m7dy+9vb3jdoZZLBaSk5NpaGggLS2N+Ph4EhMT6e3tZffu3fzlL3/h8OHDOBwObrrpJj7xiU9QUlKiFIW+feQEPFknTaW9J/ptonJTVSaXWulczDPJ3/WxXXJV7nK5KCkp4cYbb2T16tUkJyerVXVnZyfbt29H0zQqKiro7+8nKytLXU/KkRy0MrZCiJCZNyoqShFaabq1WCwkJSVhNpvp7u5WE58Qgvj4eEpLSwkGg0RERKgAbJmiQbqXrFYrTU1NdHR00NPTQ2xsLI2NjdTW1lJTU8Pg4KBaSUVHR5OVlcWcOXP47Gc/y2uvvcbTTz+tyLnD4RjXTpNZEC/U/pP9djnL0ET3mOoYyszM5F/+5V/44Q9/yMGDB9mzZw+A2q0nt/vLLNfBYJCYmBi8Xi9dXV3ExcWN210I5yYkSa6lYpa7QeW1PR4PFRUVnDp1ikOHDuH3+yksLCQ6Opr8/Hyio6OJiIjg7NmzamWcmZmJzWajt7eX9vZ2ysvLVeCt3W4nKytLTXJ60iYXfHrrQEREhKqfjKf0eDwkJiaSnJw8zqUrn1FO/DIQW+6k9Pl8aozI59ZP3ufrl8tFjqYqQ1JPO51OcnJyqKqqoqGhgZKSEpVKIiEhgf/zf/4PK1euVJtt3G43xcXFzJw5k7179xIMBqmpqaG5uZni4mI1X+mDiGV7Sz0lXd4ADodDkSbZznKhL4P3pZ70+/34/X4VJ2O1WsnOzqa/v58XX3yR7u5uIKRHAbX5aPXq1dx8882UlJRgsViIjY0lKipKXVefLFUuHmWMmr4NJ1pMTXUBP1nZC8nV+a43Ed71mB95w0AgQGRkJIsXL2bjxo20t7ezdetWjh07xrx589i9ezder5fh4WGam5vVDgqr1ar87dKVpd8RIQelfsXs8Xjwer10dnbi8XhISEjg9OnT/PSnPyUhIYHbb78ds9lMbm4uWVlZOJ1OIiMjGR4exul0omkaCQkJZGdns3TpUlwuF+Xl5WzevJnnnntOmeX8fj+9vb1s3ryZ1157jYyMDHJzcykoKCAQCKiVutVq5eqrr+bLX/4y+fn541x9gHoeGW+hXzkaODdg9ANcKgVJJGSMS1FRkZIXq9WqJhA4F/Ph8/kYHR0dF2MlrysVhX6ikNeTwcQHDhxACMGMGTNYs2aNUipOp5NAIEBJSQltbW0q+LmpqQmn00lMTAx9fX3U1tbS0NBAU1MTDQ0NNDc3MzAwgMPhoKSkhOLiYtavX69yXGVnZxMVFaXI8sDAALt371YrvsjIyAnN5gYuDLPZTGpqKt/61rf4/ve/z549e1T/CyFwOBz09/ezadMmysrK6OrqIi0tjYyMDAYGBigsLFQTgZ7sSOuN2WxWFuBjx44RGRlJTk4OS5Yswe12c/r0aerr6xkZGcHhcDBjxgxycnKYOXMmaWlpiijJ14tIS3ZjYyNPPvkkUVFReDwecnJyOH36NMPDw/T09JCenk5KSgp2u11NkHqXp8/nU3FNdXV1/OlPf+LMmTOMjo7ysY99jI997GNKpnw+n9o9KZ9J6rBAIIDb7cZkMtHV1cXIyAglJSUIIVTQ9odNj+kX8/n5+VRVVXHs2DHWrVunFkF33XUXMTEx2Gw2/H7/uHaTfSDd2D09PUyfPl1Z44BxaVAkea6trWXr1q243W4WLVrEmjVrlCUHYGBgQFn9oqOjaWpqoqmpicbGRhoaGujs7KSjo0PF0qalpZGXl6dccmazWQVov/LKK+o1Nmazmfj4eGJiYpQsSP3Y399PS0sLg4ODFBQUkJSUpPTSe2n1fTdwSTI8y9WBzIfwta99Da/Xy5kzZ/jDH/7A66+/rkylLS0tPPLII3R2drJ8+XIqKirYtWsXENrOVlBQMG4SlExbBlHJQK6jR4/S0dHB6Ogon/vc5xgaGqKzs5P29nbk+1v27NmjOn/OnDkMDg7S1taGpmlkZmZit9vRtNCWuqamJo4fP47FYuHqq6+moKCAqqoqqqqqyM3NVSu9s2fPsn//fuXK0LRQQqzu7m727t2L2WxWliYp6NLUqSc8H5Tkce8l9NYMuUVTuqQSExNJTU1V1iCpfI8dO0Z1dbUiNoWFhQB873vfIyoqipUrV5KVlUVeXh6aptHR0UFNTQ1tbW2YzWaWLFlCcXExIyMjPPvsszzzzDP09fURCATYtm0bR44cIS4uDrvdzvDwMEKEdmK53W72799PMBikvLyc7u5uzGYzsbGxOJ1OhAjl3mlsbCQxMZG7776bkpISpdAkYRscHFTlvF4vgUCAuLg4Ojo6gJDsTBZvZuDCkAuO+Ph4vv71r2MymRSxDAaDKih006ZN9Pb2KktMZGQka9asITs7GyEEXV1dynpnNpuJiYnB6XRy8uRJ/vSnP3Hw4EE8Hg8ej4eUlBQ+9rGPsXz5cvr6+qioqMDlcrFw4UKSkpJYvXo1MTExZGZmjlsoBQIBoqKiGB4eZmhoiD179hAIBFi8eDHV1dX09vby+OOPU19fT3Z2NqtXr2bRokXk5OSoiXhkZISmpiaOHTvG0aNH1TjZunWr2n166tQpFUjvcrl46qmn2LNnD0uXLmXWrFkUFhaSnJysCFFjYyM/+MEP2LNnD9/+9rcpLi4eZxX4sOkxSWIiIyMpKSlhy5Yt1NTUoGmaWiglJCSohZSeCPT29lJXVzcuj5bcBT1//nzS09NJS0sjOjoaQLnA6urqePTRRzlw4AB33nmnIkt+v5+mpiaOHDnC3r17qaysVF6Q0dFRHA4HkZGRZGdns2DBAu644w7y8vJUTI4kaxEREbS0tFBeXo4QgqysLCIjI2lvb2dkZITKyspxgchJSUmcPHmS5557TsnRunXr+MQnPkFWVtYHUh+96xme9TkPpNBEREQQFRXF3Llz+c53vsPvfvc7nnrqKUWU6urq+M1vfsPevXtpamqira2N+Ph4rrnmGpYtW6ZWZS6Xi9bWVqqqqjh58iRHjx6lpaWFkZER5YPOyclRAaGxsbG0t7dz+vRp1Xlms5nS0lKuu+46BgcHGR4eJhAIMG/ePJYuXUpMTAxVVVW0trbS39/P3LlzmTFjBkII6uvraW9vZ8GCBXz84x8nNzeXkydPsnv3brZu3Up9fb0S0GPHjrF//37mzZvH9ddfrxTHrFmzmD59Ok6nU5mNw60+kwW8XSjA7WL66XJFuDtBWvbefPNNoqKi1HbTnp4e+vr6GBgYoLW1lZSUFBwOB9u2bVO7/BISEoiLi6OsrIxDhw7R2dnJiy++yLp16/jCF77A8ePH2bRpE+Xl5SpxpUy10NLSwpYtW+ju7lYug2AwyM6dO5X1QG59DgaDnD59GofDgdvtxuPxEB8fT35+PrfddhuFhYXs3buXbdu2ERMTw7Jly7j++utVgLTcbl1ZWcnZs2dVQKW0ek6fPp3q6mo1saSlpTE0NDRhLM972U+XMyZzybe3t2O1WklISCAtLY3p06ezY8cOFVvx1FNPKeuGXo+53W4OHTrErl272LBhA9u3b+fPf/4zUVFRRERE8I1vfAO/388vf/lLTpw4oVwWAB0dHbz00ku0tLTg8/lob29X7s2cnBwVq6hPbKjXAb29vRw/fpy+vj4VXCsn3tHRUdxuN83NzbS2tlJRUcHVV1/NwoULGRkZYf/+/bz88stUVVWpbfRyq760ora3t+N2uwkEAgwMDHDkyBFefPFFXnrpJeLj47n55pv5zne+o3br7tu3j1deeYX09HRmzpw5bjv+VORRr8cuZzmS7S/nKYvFQn5+viKAhw8fZsGCBePiw/TxNn6/n4MHDyqyIK3Hq1at4tFHH+XJJ58kMTGRlStX8rnPfY6kpCTlKt21axf79u2juLiYtWvXMjAwwOuvv87evXtpaGhQsiREKD7L4XCo/HeRkZEqrYvdbsdms5GYmAic24zk8/mIiYmht7eXI0eO0NHRoeJ/nnjiCQYHBxFCsGrVKoLBIKmpqfz+97/n7NmzSk4tFgurV68mIyPjbbmk3s1+ejt41zM8SwKk9xnDOWuHw+HghhtuoK6uTg3iYDBIX18f+/btw2QykZ2dzV133cU111xDamoqJpOJgYEB9uzZw/PPP8/p06eVr9JsNpOdnc28efPIzMxUuXfKy8uVD9psNjMwMIDdbqe3t5eamhoyMjJoaWmhp6eHuLg4uru7GRoaYunSpdTU1HD48GGmTZvG/Pnzueqqq3jzzTeVhWFkZISkpCTsdjtz586loaGBgYEBfD4fiYmJfPKTnyQ/P59nnnmGvXv3cvjwYeU3nz59Orfffjsf+9jHVNyGdOHJ55HK5EL+z6n6UCcSzMtN6ejrqd+BFAwGOXLkCN/73vcYHh5W2yT1ripJCiTRlu4jh8NBT08PLS0tuN1uRTbb29t59dVXeeaZZ2htbVV1GB0dZffu3dTV1dHa2kpjY6O6vj63kNyRKF0f8+fPx+FwMHv2bJ555hkaGhro6emhvr6eN998k6NHj9LZ2UlnZyc33XQT8+bNU8Gq0lr1yiuvqBgzt9utlK6MExoYGFDtY7PZ8Hq9qs3eruL5sMkQTB5jIEnlb37zGywWC7NnzyYpKYljx44BqDEnrSEAUVFRKlZvaGiI7u5unnzySebMmYPf76ejo0NNIhUVFezevZsTJ05gsViIi4vD7/fT09NDIBCgoqICQGWGlpOVzCd0+vRpPB4PEREROBwOEhMTsdlsKhdQa2sraWlpNDU10d7eTnx8PPPnz8fn8zEwMMCpU6eoqamhpaUFkyn0Trbt27ePSwEh5VjGo0nrfF9fH729vaSmplJfX09DQ4NayXd1dVFVVUVvby+ZmZn4/X5OnTrFwMAAy5YtIyUlBUARRTkZ62OQwvvnfP10OWAieZdEccaMGcydO5fy8nIeffRRvv3tb5Ofn682rsiFrKZp1NbW8uc//5mBgQFMJhMZGRmsX7+e5cuXKy9IW1sbW7duJTc3lzvuuIPIyEgqKyvZvHmzWvj94Ac/oK6uDo/HMy4EQxKtqKgo3G43ra2typUm8+csWbJEhV7AuQD3QCDA0aNHqa2tpbW1VW3Yueuuuzhz5gxvvvkmo6OjCCGYO3cuv/vd76ipqQFQVsnm5mZ6enom3axzueuiS5LnZzLIoLj8/Hw++9nPsm/fPl5//XU1kcC57I6JiYlqZezxeNixYwe/+c1vaGlpQdM0oqOjWbRoETfffDNz587F6XSqAa03LUvXx8yZM6mtrWXfvn0qsNntdjMwMKBW2ldddZXait7S0kJycjJpaWnKLCyD/KTQSZNnVVUVHo9HMeKSkhLKy8uprq5WZeRznDx5ktbWVsrLy7n99tuZPXs28fHx4xI2ych+SRj1VqGLEbALlbvclI6EPpq/traWRx99lOHhYUpLSyktLVUvxs3MzOSZZ55h586d41bNSUlJrF27lhUrVqhB/d3vflf5vhsaGlTCTEmgZFtUVFRw+vTpcbsKCgoKWLp0KdOnTycxMZHGxkaefvppzpw5o2Jyvva1r2Gz2Th06JCK+xkaGqK3txeXy0VGRgbTp08nNzeXefPmKTnv7u5m06ZNHD9+nObmZmw2G1lZWVx11VUsXLhQ1Xfnzp2K9A8ODr4luzhcvLKZynkfVBmCc7uPXC4X3//+96mvr8dut7N48WIVI9HV1TVuZ156ejolJSXKTe9yuYiMjFRW7Orqavbt2zfuPnJnVlNTE6tWreLWW28lOjqampoafv/739PV1UUgEKCtrU1Z7DRNY3BwkD/96U+kpKRw6tQphoaGCAQC5OTkkJ+fz8yZM8nNzVUuebnVuKioiJSUFO644w7mzJlDY2MjP/rRjzh9+jSDg4PKgl5dXa02aEhZkzEjxcXFalHQ3d1NY2MjeXl5NDU1KR0rdU1vb6/KbN3b20tFRQUmk4lly5ap2DRJfOTEKC2lUudrmqaeLzExcUqB0ZcD9AlCIRR0/C//8i9s2bKFX//61/z3f/833/zmN0lOTlaLfa/XS3t7O7/61a+ora0FoLS0lI9+9KOsWLGCyMhI1q9fz8GDBzl8+DC9vb1s2bIFh8OBy+XihRdeoK6uDp/PR11dHQUFBaxfv54VK1Zw8uRJ9u/fT19fnwqIX7Jkico/1dXVRV9fn7IYyx3Lsi89Hg+1tbV0dXVRX1+vEjHOmjWL1atXs3jxYurq6tTcefz4cbXLdPbs2aSmprJjxw41d3o8ngmJywdBF12SgOdwyIEkFYzZbGb27Nm4XC62bNmiVutdXV34fD6am5t59NFHVWr+wcFBdu7cqVbpUVFRXH/99Xz0ox+lsLBQDTgINYDT6SQiIoLe3l6Vr+eaa64Zlx67tLSUvr4+TCaTIinDw8NUV1ezbds2AoEAV111FYAK5MvJyaG1tZW2tjYqKipYtWqVej7peuvr62PTpk3U1dUBcPvtt5OQkMDBgwc5fvw4gUCAvr4+Dh8+zNGjR0lPT2fJkiVs3LiR0tJSZU6Uz3IlQga7ezweHnvsMc6ePUthYSH/+I//qNoIQu3+2muvYbVacTgcWCwWhoaGKC8vp6WlhZ07d+JyuTCbzUqhBwIBent7EUKolXUgEMDlchEIBEhNTWXBggUcOnSInp4eoqKiuO6663jggQeU6XhoaIgjR45w5swZ7HY7IyMjmEwmYmNjWbVqFQkJCcTGxhIbG8uhQ4ew2+1ERERQXFys8ljI68iVtSQ+RUVF3HPPPaxbt46UlBSsVis1NTV0d3cr11dvby8xMTFXrHxMFbJ9pJvU4/Hw0EMPsXr1akWUn3vuOX784x8rK9uDDz7IXXfdhc/n48SJEzz77LO8+eabakUtFzCpqanKAjc4OEhtbS3r16/nM5/5DCkpKZjNZlJSUti5cyddXV0IIZSbHULBqnv37sXv92O32/H5fGrC6ejooLKykjNnznDttddSVlaGyWRSgcaZmZnMnz9f7T5MT09n7dq11NbWIkQoHsnv9zNr1izuvvtuzGYzBw8e5A9/+IOKXSkqKlJxZH19fdTU1LB69Wpqa2sZGBhQ5CUYDNLe3k5bWxter5empibq6+tVOhC5EJTWa6lj29vbaW5u5syZM1RVVakYzBUrVvCFL3wBm832/gjFRUISVUl+3W438fHxfOQjH2FoaIgnn3ySn/zkJ3zrW99Srz1yu908/vjjKjfXqlWruP/++5k+fbravJGens66deuora2lr6+P06dP893vfpdAIIDP5yM1NZXVq1dz7bXXMm3aNNLT0xkcHKSpqUnt1IqNjWXDhg2sXbuW4uJilThQ7l6Oi4tT864kcYODg3R0dKidpfn5+SQkJFBUVMTdd9+tdr/KLfxerxeXy8XnPvc5li1bxuHDh9m9e7fyTIyOjo4L0v4g4T0hP3rTlIxxqaio4Gc/+xkdHR2sWrWKe++9l2PHjvHss8/S0dFBQ0MDjz76KAkJCcTExNDQ0KAGWGlpKbfeeqt6pYDsdH2OBBncFRcXR2xsLMePH0cIwcDAALGxscTFxXHHHXewa9cuqqqq8Pv9lJWVjXsP2DPPPENERATJycnqRazypaw/+clPSEhIwOl0Aufyqvj9fnbs2MG9997LnXfeSV5eHkIItmzZwiOPPEJVVRXBYJCFCxeqAfT666/z93//99hsNjZs2MCqVauYN2+eCvDWu8A+bDspJoJcif/617/mwIEDOBwOvvSlL1FaWqoGs9xNsWLFCmbOnIndbufo0aMcOnRIuTN7enowm80qSaac8Ox2O3fccQcbN24kISGB559/nt/+9rcqhiI2NpacnBza29spKCggIiKCrq4uRX66u7uJjY3FbrczOjqq+j42NpZ58+bR3d3N6OgoJ0+eVDsavV4vs2bNYtWqVaSkpKi8MeFul7y8PG644QaSk5NVHEpeXh4AIyMjyu16ucdLXA6QukZuhLDb7SqvjwwSlYsNj8eDxWIhPT1d6ZOFCxeyaNEiDhw4wC9/+UsqKioIBoO8/vrrKr5L9sOSJUv4zGc+o9z0MltuXl4eZWVl47ajy11VsbGxzJ49m8WLF5OUlERTUxNbt26lublZZYn3er0q/QeEdGhlZSUlJSUEg0Hi4+M5ePDguB1ZwWCQOXPm8Pd///cUFhYqi4DNZmN0dJTMzExiYmJUPMjo6Ch1dXV0d3dz9uxZhoeHSU5OVgk8h4eHqa+vVzu8enp6iI+PJxgMsmfPHrq7u2lublavKJLWhMzMTFJSUtSrhlatWsXMmTMnfGns5QxJ7sxmMzabTY27T37yk4yOjvLCCy/wk5/8hK9+9asAPPHEE2zatImoqCjuvfdebrjhBmUx9vv9nDlzhhMnTnD06FH6+/sBlOVM3uOee+7hgQceICYmRvWpTIaZkJBAd3c3JSUlOBwOCgsLlXXS7/djs9mw2WzKci31k9Vqxe12097erjIyp6WlMXfuXOLj41XeITj3zsSYmBhuueUWVq1aRUZGBg0NDSQlJdHY2EhSUhJut5v+/n6Sk5Pf+455h7gkGZ4nKicnNJmL5ZlnnqG2tpaYmBjuuOMO5s6dS0lJCU6nk9/97nd0dHRw9uxZnnrqKT7ykY+o1XUwGCQ7O1sNfplwTA+Zm0P/0svm5mbi4uKYPXs2ra2tOBwOjh07RmxsLAUFBSr7c319PW1tbQgh1PZDyYK7urpUHU6fPs2vf/1rpk2bhtvtpqCggIqKCux2O0VFRdx7773k5uaqpI7SR9/c3Mzg4KCyONxyyy1s2LCBlpYWDh8+zEsvvcSWLVuIi4vjhhtuYPny5WRmZhIbGztOgUqlG+4Se7t9935MpOe7ZzAYVNm377nnHhYtWqQGsyQp7e3tdHR0cODAARoaGujo6BiXPj0QCGC327nvvvs4efIke/bswWQykZiYyI033sj06dNVYLzcPjoyMkJtba3aCurxeMYFYEvzvdPpJCkpiZaWFkpLSzl8+DCFhYWkp6czd+5cXC6XypIqtz93d3cr9yhATk4OtbW1lJSU0N7ejsPhYO7cueMS0UkZdjgc6v4ul0vl/tBD7767UPu+U1wuMnS+++pXuyMjI2p1rE9g6XA4xrmXh4eHFWmCUJuuXLmSsrIyKisr1W7OOXPmsGPHDnXv06dP85e//IVly5aRn5+vtgpHR0crt4+clOT1S0pKWLVqFUuXLiU3N5e2tjZSUlIoLy+nrKyMvr4+tm7dSmxsLImJiWqlLeMX4+PjlQWmsbGRq666it27d5OYmMiSJUsoKioiOjpavTtp2rRpHD16lJSUFJXfR7q9Wltb1cLBZDJRWlpKREQEjY2NBAIBtm7disvlYvfu3QwPD+P3+/nhD3+o9FB+fj7FxcUsWbKE3NxcUlNTiYqKIiEhgejo6HEJ/cJ12FT781LifPeUi2E4l+hULkg/9alPMTg4yBtvvEFycjIpKSk8/fTTmM1m7r77bm655RY6Ozt55JFHOH78uNqpbLfbSUpK4q677uLw4cPKPeb3+0lPT2fBggXjkkhaLBZFvORCzm63qxxkkvjKHbFS5vQJWoeHh6mqqlJJD7OyssjOzsbv9zNjxgxiY2OVVa+goIDy8nIyMzNV8HQwGHpVx8KFC2lqalK7Tru7uy9Ifi5HXfSOMzxPdpPwgDY5cQWDoRdQbt++HZ/PR0JCgnJlxMTEsHHjRpqbm/njH/8IwJ49e5g5c6ZSZHLC1wfFSsasD0yV7q6enh5qamr42te+xv79+2loaFCmWRlA5na78fl8ys2RmJiosgLn5OTQ399PVVWV2o4szdq9vb309vayePFizpw5g8ViYfr06cyaNWtcdL0QgqSkpHGBgCMjI+N2wxUUFJCfn8/tt99OXV0d27dvZ/PmzTz22GOUlpZyzTXXsGrVKnJzc5WVS08o9S9iDc/+Gd4v4f32XgceTkWGrFYr999/PzNmzGDGjBnKClJVVcWbb77J6dOnqaioUNvNAZKSklQw8fPPP692sTQ2NqrATElE5Pt1pHtC/xLLYDDI6OgogHpHnJRhGY8WHR2t5E8GyQ4PDxMVFUV2djYul4uXX3553DV3797NvHnzuOuuu1Q+lIqKClWn0tJS5ZOXL8+V79BJT09X1/J6vYyOjr6F7EzWvpMdm0rfTFZG/znZsUuNqciRjHXx+/0kJSWpMSz1UUJCgtIbEHJHBYNBlYE9GAyqXTWy/wOBgNolBqFVcm5uLkNDQzzyyCMMDw9TXFxMcXExbW1tanGWnp5Ofn4+R48eZXh4mOHh4XHv7nI6ncyfP5+uri6WL1/OH//4R2VZlC4uGew/MjKi3q3k9/tVHI7H41G5V6qqqliwYIFyx+fl5aldYwsWLMDhcNDR0YGmaTQ1NfHyyy9TXV0NQE1Nzbis6ocOHcJkMqmF4cKFC3nooYfIyMhQ8Sb62JjwvpG6aqKdXpezLtIv3sPrLHXBl7/8ZYaHh3n88ceJjo5mcHCQq666irlz5/Kb3/xGuT5NJhPTp0/nE5/4BHPmzKG4uBiTycQrr7zC//zP/yh3vM/nY+/evTidTpX8V77DLysrS8VUVVRUMH36dDwej4oXio6OfktqGLmIqq6uZtOmTXR0dHDLLbeol4fPmDGDlJQUFd6Rn5/P4cOHEUKQmZmpZNhkMqnA+GAwqBYV0dHRH0hd9I4cdecjPuNuovMLm0wmDh48qHzfcpKRSsVut7N8+XLFrIeGhigrK1N5EMxmMz09PXR3d49TWpIAyJV/VVUVixcvJhgMqnf39PT0sGjRIiU48+bNw2QyqZwYfX19ZGZmsnLlSmbMmMHMmTNJTU3lwQcfJCUlRQlmcnIyDz/8MHl5ecydO5eWlhbljunr61O5P+QEJy0RERER9Pf3K4YuEzvKHCOAeiP55z73OR599FEee+wx5syZw7PPPsvf/d3f8aUvfYknnnhCbasHVEIz/RvFp+IeuxxcJ5MNGDkBZWZmcuTIEX7xi1/w6U9/mm984xv88Y9/5MCBA/h8PgoKCti4cSPf/e53+e1vf8vDDz/MzJkz1YQTCARobGzEbrcrGezv71eWE5nzRdZDuiv6+/tJT08nGAxSX1/P0aNH1TltbW1KkdvtdlwuF3a7nba2NhwOB/Hx8bS0tDA0NERxcTGZmZkq4PWvf/0rJ0+exOfzYbfbuf3226moqCAQCHDo0CEiIiJISEgY54oxmUy0tLQoeYqPj6e+vl7llpJtNlGisYmU+1TG7TtRUJfLyl1ad2S8l9ySq5/IpEVFlu/o6MBisSj9Y7VaGR0dpb6+Hji34peZoKXlubCwkIceeohHH32UH/3oR6xcuZK6ujr27t2r3GA+n4/s7Gzlhp0+fToVFRUqMV50dDTx8fHMnDlTZaeXK/qsrCw1Lvr7+1UWefk8q1evpqamRiVSlPLZ19enkhtWVlZiNpupr6/n2LFjlJeXq91odXV17Nixg8HBQQCWLVvGPffcQ1JSkpKtO++8U42Jq6++mmXLlpGXl6faRP+KA32/TEU+LlddNNFxqUeECL1uJC4ujn/4h38gLi6Onp4eIiMj6erq4uGHH+b5559ncHCQuXPn8vDDD/O///u/3H///RQXFytLTmlpKRkZGWr8dnd388orr/Dqq68qcipfzyMty9KSo2kaR44cUbpIxpDJ3dCyX1paWqipqaGyspKuri52795NV1cXKSkpOJ1OFfMoyXNraysWi4W6ujoiIyNV8tgNGzawa9cuIiMj6e3tpbq6WmXPn0r7Xk666D2J+ZGVkANZ7rqBUPzEn//8Z2688UYSExNVnglpIbFYLFRVVZGRkYHNZlM7aY4fP67enwKoYDSZhn7atGls3rwZn89HaWkpu3fvZsmSJfzsZz/D6/VSUFBAe3s7qampQMjdIbcRlpSUkJqayrp16wgEAthsNj760Y/S1dXF6dOniYqKorW1lVtvvRVAvatLvqJA0zRaW1vVVlmfz8eePXtoaWlRie9Wr16tdkroE5u5XC61Oo2Li1NZYD/5yU9y4sQJtm/fziOPPMKjjz7KwoUL2bBhA4sWLVIvi4Px73b5IEIGlv7lL39h7969KpeTEKFtnbm5uSxZsoQFCxZQXFxMenq6WpWUlZXxt7/9TcmYEKGsvTLzrRzgcuu4JL+xsbH09/cTFxdHVFQUGRkZ6pUnVVVVnD59GovFQmZmJt3d3ZSVlTEwMIDL5VJEJSMjQwVq79y5k2AwyPz58xkYGGBoaIihoSEqKip45plnyM/PJykpiUAgwKJFi9TOm+rqapWoTr7WQFpK5eQSDAbVLiW4PCaOyxUmk4mNGzeSlpam3F5wjhjFxMQQFRWlNiwcPHiQJ598koULFxIfH8/w8DB79+6lvLxcnRcVFUVqairR0dFq95Z+UVNUVER2djZpaWmKpMuXNW7bto3+/n5cLhdvvPEGS5Ys4amnnlLE1uPxUFVVRX19vSLbmzZt4tSpU2pMm81mTp06pYJsZV6is2fPYjKZGB0d5cknn2TPnj3YbDYGBwfVji45YQ8NDSmr0IkTJ/B4PMpi4HQ6uemmm5g5cyY7duygp6dHxbDJhI/p6elvScmhtzx/mKF3J0nLuyQPJpNJvTfS7XYTFRXFtGnTuPnmm1m6dOk4l7x8dcX27dvp6elRetvv99Pe3s7mzZsBuOGGGygoKMBisVBaWsr+/fuZM2cOx44dY/fu3RQUFNDf368SLfp8PqKiotTmDqfTSX19PY888ggdHR3k5+djt9vp6urC7XZTU1PDsmXLGBgYoLi4mE2bNrFgwQJ1f7/fz8DAAE6nk6KiItUOwWBQvbU9/HU7HwS8J+RHn/wJIDs7W2XINZlM/PWvf2Xv3r3q/TeSJEDIxXTPPfdQUFDAD37wA1pbW2lpaeHll18mLy+P7OxsFaRcX1/Piy++SE9PD5/97GeJjo4mKiqK2tpaFi5cqBjs8PCweh2B3AXidrtZv349Dz74oAowleTL7/erqHhp+jWZTOolh0II+vr6yM7O5vTp0+zatYvMzEwVp9Ha2srevXvVM8qAZpnUSv/OHRkMKa060pJjt9tZuXIlq1at4utf/zqHDh1i69atKv/N1Vdfzbp161iyZAkxMTHAB1cJCSGIjIzE5XKp5IHz589nzpw5rFy5koKCAjV4R0dHVb6KiooKTpw4QUtLi8o7kpyczMqVK7Hb7UrpCCFobW1l7ty5yuo2ffp0Dh48qFZut99+O88++yx9fX309PSwdetWNZlIV4oMeD179izr169X7sj9+/dTVVXFjBkzePDBB4mIiOAXv/gFW7ZsAeCVV15h3rx53HbbbcyZM4ezZ8/yyiuvMDo6yo4dO1TG14SEBKqqqvjd737HyMgIIyMjQCgrusvlmpTkGkQoBNkOpaWlzJw5c5zbXH7Knab19fUIIdQLc6Vr0+v1qhxgENIJmZmZJCUlkZ6erkh2fX09lZWVZGVlYTabOX78OD/5yU/o7e3FYrEwbdo0tSX60KFD/OY3v6G1tZVt27Zx8uRJsrOzVR6x/v5+GhoagNBLbBMTE5WLbnR0VMWpFRcXk5KSooKWPR4Px48fJzY2VsVSytesHDhwgJ07d6rX7yxevJj77ruPV155RSV/lZZGmRQvMzOTmTNncuTIEXw+H5s2baKvr4+4uDgVEC1lT1rcP6g652IhF60A9fX1/PznP6e3t3fcy4vlDr2KigoqKipwOp0sWrSI6667jrVr1wJw8uRJXnvtNbq7u1m0aBGaplFZWcnQ0JDKAeT3+3nwwQdV7rJrrrkGr9dLa2srp0+f5oUXXsDlcrFixQplyZSvM2lqamL27NmcPHmSzs5O3G43DQ0NDA0NcezYMaUfN2/ezOrVq7FarRQWFnLmzBkV4C6fw+Fw0NvbS2lpKU1NTfj9fhwOB5WVlSxatOgDp3fe1YDn85mwZC6IiIgI1qxZo14gOjw8rPJnSGVutVqx2WxkZGRw7bXXcsstt2Cz2bjzzjv57W9/y/DwMGVlZbhcLoqLi4mOjqa6upra2lp6e3uZMWMGlZWVzJo1i7q6Onp7exWJKCoq4tSpU7S0tLBx40YsFgtut1uZg+W2ar1FyWKxkJKSws0338yZM2cUa5fxOm63m3Xr1lFdXU1XVxcnT57E7/fzxhtvYLVa1U4Is9nMxo0bufPOO8nPz1cujXA3lVTScnBJ06V8hujoaNasWcNVV11FZ2cnx44d4/nnn+ff//3fsdlsrFixgg0bNqhM0tIEfj7F9H5YDy4kQ6tXryYrK4sZM2aQnp6uXA3ybepPPPEEe/bsYXBwkKGhIbUSdTgcxMbGkp+fz/Lly7nmmmtoaWlR5NpisaidF/KlptJq5vf7qampweFwsHbtWmJiYti8eTO9vb1qdZ+QkMCMGTNUkPXw8DCNjY3qnV5btmwhGAxy7bXXkp+fj9ls5qMf/ShOp5OWlhaOHDnCM888w6JFi8jNzWX+/PmsWrWK559/npGREf70pz9x8uRJFdAoYwXktmOr1UpfX58aTxKT+d0vRT9NVu5ycXnJ8SM3K5jNZkVO5e9yXKWnp6tt4vn5+cyaNYvjx48r16V+F6nMyJuZmUlGRoZKP3D27Fl+/OMfk5SUxMDAgJINu93OrFmzuOuuuygoKCA2NpbU1FTi4+NVjM28efPIy8tTxOnZZ59VL9i97bbb+NKXvoTT6eShhx5idHSUiIgIbrzxRu6//37S0tLQNI2jR49SXV3N8ePHGRgYYMGCBSQnJ7NixQr12p7Ozk4qKirw+/1qAbdw4UIyMzOpq6tTVgwZpGwymZRlSoYPSBeM3LEoF6nSAnQ+Gbyc5ehCukj/XEII9QqkZ599ln379tHW1qb0tpwfZFlNC2V77u7u5tVXX6Wrq4tFixbR0dHBk08+SXNzMxkZGXzqU5/C5XKxc+dOtm/fzsDAAF1dXbzxxhvKE5GZmcn06dPVon3Tpk00NDRQVlZGZ2cnhYWF5Ofn093drSw7+fn5ykIpPQR+v5+ioiJOnz7N6dOnATh+/DhlZWUsXrx4nNu1rq6Ozs5OsrKyGBwcVB4XIYTakThRzM171U+TlbtQ2XcU8DzRA08mRHrrT1ZWFl/5ylfYuXMn1dXVeDweTCYTTqdT5UdJSUmhqKiIrKws4uPj0TSNm2++ma6uLp5//nmVbv7EiRMq229kZCSzZ89Wyb/6+/tZv349mZmZCCHU25ADgQBer5e2tjamTZtGcXEx1dXVVFRUUFVVxbp161Td5eCOiopi1qxZbNiwgeTkZGw2mwqcNplMxMfHc/fdd+P1enn66ac5deoUp06dUoQlLy+PtWvX8pGPfITCwkK1ypPtoydbepOqvky4YpFZQ9PS0rj++utpaWmhrKyMLVu28LnPfY6ioiJWr17Nxo0bVXDdZH36XmKqMjR37lzmzZv3lt+kRc7j8agtwJGRkcyYMYNp06Yxbdo0srOzycrKIjU1VVl8bDabUgKdnZ2K9Mi4BanYk5OTGRgYYPHixRQVFVFcXMzp06c5cOAAERERzJw5k+TkZHJzc3n66acZHR1VcT/l5eWUl5dTVFTEggULlFti9uzZeDweysrKSElJITc3l61bt3L33XeTn5/P+vXrOXHiBHV1dbjdbnbv3o0Qoddq3HvvvdhsNtLS0jh69CgLFixQ74kK3600WXuHt/tEfXGx505ULvz/S4kLyVG4S3mi8WMyhTLKy8XF8uXL+dSnPqXeGVhZWUlraysej4fY2Fjmzp3L+vXriYmJGfdGdZfLRWdnJzU1NWoyyMzM5KqrrmL9+vWUlpZis9kUeV+yZAnNzc1YrVZOnDhBY2MjycnJ9Pb2UlVVhdlsZt26daxbt47o6GjMZjO33HILKSkpKrBeWh6DwSDFxcXMnj2bN954A5/PR01NDY2NjVx33XVomsaCBQt46aWX1A5Zl8tFUlISCQkJfPGLX+Sll17i7NmzdHV1ER0drd5eP2vWLNLT01VCT0kApSV1qlbHtyNH7wUuJENwzp0nyV5bWxsvvfQSr732mnonoJQxab2fPn06NpuN8vJycnNzsVgs1NfX4/V66ejooLu7m2effZbDhw8TERHBddddx8yZM7HZbCQkJGC1WnnppZew2WxMmzZNBUNDKMZz4cKFBINBenp6lG46e/YsZ8+eVR6HU6dOcfvtt2Oz2ZTLSr7WSVo9pRXz+eefp6Ojg507d6p7yTfD19bWkpmZCYSsqNu3b8dkMlFSUqJCROTccj4eEP77+62L3tMkh9LPbrPZKCwsJDs7WwWmypWZrLDValWkQJ6fnp7O3/3d3xEXF8e2bdvo7e1ldHSUlJQUCgsLWbNmDWvWrFE7q26++WZsNpuaHIaGhrj22mtpaGhQLrC0tDRlRpb5gyZqsEAgQEZGBnfffTcvvPACubm547I6SwX02c9+lqKiIg4cOEBrayvp6ekUFxczc+ZM9SJDvbn43YBcwWZnZ5OXl8cdd9xBS0sLb7zxBm+88QYej4evf/3rl8wy8F5BxjvIFz7ecMMNyvQ/bdo04uLiFIGBc0QJQvFT6enp9Pb2qtQH8q3V0dHRzJo1C4/Hw/Lly9mwYcO4RHU33HADV111FRs3bsTj8ShX6y9+8QsSExPxeDwMDQ1RXV1NeXk5ixcvJjExEafTqZRiREQES5YswW634/V62bp1K8uXL1d5qq6//npMJhM//elPqa+vx2KxEBMTQ0pKCkuXLmX16tWq7jk5OeNkSE6A8l4Gzo9wOSoqKuKaa65h6dKlrFixQsXalZaWqoWSfMdXdHS0So4p35EFoT548MEHVQ4Uu93OVVddpVIm6BNzQugN4TfddBNxcXHYbDYqKio4cOCAIrwLFiygsLCQJUuWqFii1NRU1q5dy+zZszlz5sy4RVNsbCwLFixgxowZ1NXVqbQJgLJw3n777eTn55OdnU1paSmpqan4/X7uvvtubrjhBrxeLxUVFSqHi9/vVy/IrK2tVQH2kZGRauvzB1mfTAXy+axWK2fPnmXz5s28+uqr9Pf34/P5KC4u5oYbbsBsNnPo0CFWrlzJsmXL1LvaNm3axAsvvMDHP/5xCgsLOXz4sHqzwZYtW/B4PJSWlnLTTTepAHZJOOfOnavewO52u5VLKxgM4nQ6Wb58OdnZ2TzzzDO0t7dz9uxZysrKgJC7tKSkhJSUFGJjY1m8eDFZWVl0d3erdAz19fUEg0H27t3LV7/6VaKiohRBTklJobm5edwuwfXr16scdT/72c/Iz88nLS2NqKio97OL3jbExSjL6dOna7/+9a+nbPkJZ2rSAiQHrdy+Lv/X78KQE5feCiIhX+TX2NiIxWIhPj6e7OxstWVUruLkm8Bldla5g+jIkSO43W6WLVvG4OAg27dvR9POvRYhNjb2LXWX50NoIEj2LPMJ6S03Pp+Pvr4+XC4X8fHxREdHI4RQ0fh6ljyVdgv/X18uvG3NZvO4thwZGcHr9Sr312TXlp9Llizh0KFDl0yjvV0ZkiZ5SZDld7mTRu72k8pB0zRFoAFFeE6dOsXJkyeJjIzkc5/7nNpF2NXVpYLRAXUtWQd5PxlfdvbsWRobGzlz5gw9PT0UFBSwYsUKDh06RG9vL+vXr1ckSe5KFEKoN7XHxsbS3d2N1+tVO2i8Xi+nTp1i//79KgB/1qxZihhJN6skTFIm9Xk+9IRIfl7samsy2biYciaT6bCmaYumJhUXj3dTjgYHBxVhlm5EPVnRJxrVj7UdO3bwrW99SxGjf/qnf+K2225T5Eq6Fyba/i3HZ0dHh3p9j8y4nJ+fT1xcHEuWLCEuLk7VVfa7yRR611hkZKSKEYTQAu3kyZNs2bKF+Ph4zGYzDz74oAr2Hx4eJiIiQukI+ZzS2hxuIZO5yF5//XWefPJJZQlauHAhK1euVO0X/mz6Nn8ncnQ56CII9dWTTz7Jpk2blHsrKyuLW265hTVr1pCZmamyc0dFRal2lC7Xl19+mccff5wvfvGLrFq1Cr/fT1dXl/IOzJ8/nzVr1mAymcbFC+llRbrn9XF+8j5VVVX09/dz5MgRtVsvNzcXu93OnDlzVHoUuUVebwWXuwyHh4dpaWmhubkZh8NBX18fdXV1VFdXs3DhQlatWkVJScm4eVvqnvP1o/7/y00XvWeWH9lZ+saSAiIbE87lqNGnzJYTGoQmpcjISKZNm6Yiz/UrOYfDoeKI5MD2er3YbDaVtvuqq65S109ISGD16tVqK7rcpi7vJyHr7vP5VNJCt9s9Lg28bHSZOVUIoVwr+veC6TNpvhuQzyInQeljtlgs2O12oqKiJhSYDxL0xFjKk56Q6nfxwDmZkZ9Wq5Xc3FyysrLYuHGjKiuJcfhKVpINfbyUDPyTrjL5It2RkRFSUlIIBoOsWbNGuQykTOrrIwPkZWyFlH1pVViwYAGzZs1SOTuk7Ojf9yYnX3ld2Tb6eBYDE2MiObLZbOoVE3KM68e/JDEy75LUI6mpqcTExNDZ2ancGkKIce8Ck3FGUh+FK+j09HQCgQA333yzylllMplIT09XCValnEqd4vP5cDqdavKR48BqtVJUVKRevTE0NERsbCx+v18R7vCYJ6k7ZdtInQzn8qBdd911XHvttQQCAfVsV5KF0efz0dvbS0tLCykpKdx2221ce+21pKWlKVIhd+7qF2UQaucbb7yRyMhIfv7zn9Pf38+dd96J3W4nLy+PDRs2KHIjY4X07kR5Hb0OkNeV/VVUVIQQoTfG9/X1qcSoKSkpxMTEqFhHfeJDr9er5lKLxYLT6SQhIYFp06bhcrkYGRlhxYoVDAwMEB8fr1xpkvQAb7E+f9BwycmPvlH0Vh44t91Uf1xvGZKdq7f6yIRjgUBADUZ9UqfR0dFxwiMFSwolMM46ommhF5/q6xlOfOQxaU3Qkzn9BCmfV05MUjl5vd5xzz0V4nMxwiSVlzxPH+ipF3i94v8gQdZXPqd8WaJs0/DVdPguKGkZgnMkSX+OVGCybfSkBc5lCgZUWZPJpEiuJDHSJSBX6voJQtZL1l9ubdYHt8sJTK4A5cSpl3E5+er7Uh/zM9nq9d3GB02GYHI5kjsD4VxSUkkCpNtLyoTsf5kPSrrA9LtUpX6Q15P31BNVWR8hhHoLfGpqqupLn89HZGQkIyMjSqYkUZfyLUm0/vlkzKTJFMpkrrc8SVmTdZTjIlxXypglKWeAkkv9wkPfpu+0Ty5XCBF6B+DGjRvJz89nwYIFpKamqnbUkwr9eIZz8uXz+Vi3bh0Wi4U//vGP+P1+br75ZuUukrKlnxfl4kv2sf71TfIcvbVb00KZxx0Oh5qX9P0uZUYSeBlmotd1+vEQHx+Pz+cjLi5OWZ30SSz1OlU//5yvHS8V3u61Lwn5mcj8JD/1FZ0osFfPmPWuJHlMb0KWlo6Jrq8nTHKCkL/rd29ITIUY6AVSv2IKv56+Dvo6TyXmZjLT4fmgX/nr201OwhOtOC93EjSZDOndO3q5gfF9Ht6fesWin4Rku+nPDe/P8Gvp6wKMk8mJFEH4uVI56ftK/qa/pl7W5PnhJEdv/p6oby+mj6cqGx8UGYKpyRHwlolHlgmXIb38xMfH43Q6aW9vR4hQ+oSBgQGVbyX8nuGypz+m12VyktETXf2iUNZNXju8D8L1j35RoD83/IWUcqIN12vhu0UvpMc+jHJUUFBAYWEhMF6G9IupiZ5Hb0lbt24dVquV//7v/yYhIUFZffTkU56rl5WJxree3Oj7NvxTfy25gNfrKP28KOsgj+vlIFzXhp83GS5nXXRRMT9CiC6g4aLuYOCDhlxN0y7ZW+oMGbpiYMiRgXcKQ4YMvBuYUI4uivwYMGDAgAEDBgx80HFlpOM0YMCAAQMGDBgYg0F+DBgwYMCAAQNXFAzyY8DA24AQIkEIsU4IkXTh0gYMGDBg4HLCFUV+hBDxQohXhBC7hRC/fBvnzxJCvBZ27EUhxPx3r5YGLncIIdKBl4ElwHYhxHmDMoUQ/yqEWDuF606pnIEPPi6mr4UQHxFC/OjS1sjABxFCCKcQ4lUhxOtCiOeEEBEXPuvtn/dhwhVFfoCPAn/WNG014BBCTDkDrQjto/sxEKE79gBQq2na0Xe9pgYuZ8wE/l7TtP8HbAEWvM/1MfAhhRAiAfg/wMPvd10MXJZ4APixpmnrgHZgwyU+70OD9yTD82WEHmCaECIOyAY6hRBPAFlAP/ARYDfQCXiBNOCvmqb9D/BJYDtwPSil9CPgESHE1ZqmbX9Pn8TA+wZN094AEEJcRcj6Yxr7fxXgJKRIPMBTgBkQwA4hxCrgq8A9wF5C8jYcXu69fBYD7yv+QQjxb0Ab8Drw4NhxL/ARTdMGgB8ATcB9Qog/A48A0UAO0DxWPpaQTJ0BpgGbJ0rnb+DDB03TfqH7mgz0CiGeYryO6QJ+j26em+C8TiHEvwJWdHpM07T2S/wI7xuuNMvPHqAY+P+ASuB24LimaauAZ4BZgB24G5gD3A/MFUIkElJMP9Rd6+8JTVqPAh8TQtzyXj2EgfcfY5bAewAfEACKNE1bAzwOXAN8FtikadrVY2XQNG0PIbLzM+B5TdOaJipn4IrBoTGZGQAcwJkxOXgD+LQQohi4CvhHQgTpT2Pn/ZwQQfo6oYnrKHAjsG/ss/K9fAgD7z+EEMuB+PPomPB5Lvy8/WOHwvXYhxZXGvn5D+Dzmqb9OyEF8T2gbOy33wMHgQ5N04YJJb8KEFqN/yfwkKZp+slpPvDzMWb8JLD2vXgAA5cHtBC+RGjCuQn449hPnYRco/nAibFjh3Sn/hz4DCHSzHnKGfjw48DY5xFClr/DY99PAHnAXOAZTdPOapq2iXOTVj0Q0DStHgiOnf8RQnFod+uuY+AKwJgX4n+BT40dCtcx03nrPDfRefBWPfahxZVGfuzAbCGEGVgKPAQsHvvtm8CnJzlvDfBfQogdwDwhxHeBGqBg7PdFGJlCrxgIIf5JCPGxsa9xhEzJI2HFGoAZY//P0x3/v4RI979coJyBDz8Wjn3OGftcMvY5n5B+UTpGCJEPDE1ynaOEXK1bgGsJkSEDVwDGApWfJLQ4l3NQuI6pJGyem+Q8eKse+9DiSiM/3wMeI2RmTgB+AywYIzULOGdWHgdN00o0TVuradpa4Jimaf8X+D7wZSHEXkKm6d9e+uobuEzwGPBRIcQuQiv21yYo8yvgzjHZigUQQtwFtGqa9m1gphBiwUTlDFwxWC2E2AmkEtJJ2UKI7YQWW7/VNO0YcEYIsRt4EfinSa5TTSiesR5oJESGDFwZ+DtCJPpbQogdQoh7eKuOeYy3znMTnXdFwXi9hQEDBgy8zxBCfAJA07Tfv781MWDgyoBBfgwYMGDAgAEDVxSuNLeXAQMGDBgwYOAKh0F+DBgwYMCAAQNXFAzyY8CAAQMGDBi4omCQHwMGDBgwYMDAFQWD/BgwYMCAAQMGrigY5MeAAQMGDBgwcEXBID8GDBgwYMCAgSsKBvkxYMCAAQMGDFxRMMiPAQMGDBgwYOCKgkF+DBgwYMCAAQNXFAzyY8CAAQMGDBi4omCQHwMGDBgwYMDAFQXLxRR2Op1aWloaQoiLuslUyk/1mu92uYst+27X4f167snKNTQ00N3dfXENchEwZOjdr8PlJkMAR44c6dY0LXlKF3obMOTo3a9DeBlN0xBCIIQg/AXY74X8fth1kb5dL1T+gypDl0O5yXTRRZGftLQ0HnvsMXUj/Q0vdGyi//Xlws+/ULnJzr2UdXsn9Z2s3OVWt2XLlnEpYcjQ26/vB0WGhBBYrdYGLiEMOXr79b2QHElYLBaCwSDBYBCTyYTJZBo3WQsh1G/yu/xdlteXCQaDWCwWRaouVLcPqy6S7eDz+YiIiBhHLD8sMnQ51W0yXWS4vQwYMGDAwDhI0mI2m7HZbIrYyAlF/lksFvVbMBhECIHZbB53zGQKTTNWq5VgMEggEHifn+79g2wjv99PREQEgUDgLVY1A+8NLsryY8CAAQMGPvwQQmAymfB6vVit1rdYazRNG0eG9NYfQJGcYDCIz+fD6/UqMpWeno7f73+/Hu19hRBCkR7ZHgb5eX/wrpKfcFPUZMemCjm4NE1Tq4ep3Fu/Sgm/jv6YvGb4wJ7s2IWeZzLzZfi5E5l9L+Y+H2boTecX6pOJyoWbPicqM1nfvhNMVLep3nMqsjqRyfdC7RF+nalcf6Jy5xsnlysuxZjST/bhx+XkP1H7vt26XWgcnG98hLunwn+Xv01UX0lYPB4PgUCApqYmysvLiY6Oxu/343a7x/15vV48Hg9er1d99/v9+Hw+gsEgfr8fTdPw+/2sWbOGr371q8pidDnjYvT1ZAjvk2AwyLFjx0hNTSUlJUVZgi72uu/1nHE51+3t4l0hP1P1313o3IkmLrPZTCAQUANU+kqlspGQQiTL+f1+LBaL8jFL86tUVPK7vLb+Tx7X+6nld7fbjdVqVSZcaR7WKxCz2TyuXnLykGX1z/1utNu7ce77DX2d9KtIk8mE3+9XfTcRgQ1XTIFAQPW7/rg8NxgMTjg5SOjN9/Kesl7yvvK7lJ/wZwn/XX+O1+slIiICQMmz/NSvssNJx0TPabPZ8Hq9k8qchNlsVrKnfxa5+tTLsf43PQG6ELm/HHApx4VeH4W3r173SPnSj3t9ucnuORExCQaD2Gw2PB4PFss5da3XRbLv5T31cqu/pt7KIK8fCAQYHR2lu7ubtrY2mpqaaGtro66ujvr6erq6urBYLDgcDhISErDb7VgsFqKiojCbzURGRirXWGxsLFarFZvNhs1mIyoqisjISKKiorBYLNjtdrKzszGbzUoeL0c5Cu+TYDCIx+NhcHAQs9lMSkrKRZ2r/21gYID/+I//4NOf/jRr1659SwzUhdri/ZgzLue6XUy5cLzrbq+LYX2TKQW98tdPWBaLBbfbrYLE9JOUPqjOZDJht9vxer34fD5VJhAI0NfXR0REBJGRkQBvmST1AX5y5dPe3s7Jkyfp6elhxowZOJ1OsrKysFgsSsHpJxC/36/uabValY/73VgNnq/dLnTeVM69HCCVsiSYesIL54Rdr+T1SkSWkyvQiIgIbDab6lv9YJH9JkmKPkgznKiG/y/rJv+Xv0lCIV0GEJqsent7OXnyJOnp6URFRZGYmIjZbCYmJkYFP8qJVdM0JbuRkZGKAMo66ScQvflc0zRFrPTBqPK64X2unxD9fj+jo6N4vV6Gh4fxer2Mjo5SU1NDVlYWq1atmpCEXa54N8cUhHSFHNswnmxIAivl0O/3Tyg/57uHnuRKebJarYyOjmK32+ns7MTr9VJWVsbw8DBLly4lMTERh8NBdHS0kgUpN/IeUu9Jq0x3dzdnzpxRBGdgYECRIbvdTlZWFrNmzeLWW28lJycHu90OgMPhIDIyUsmkEELJvwxwnujZwhca+ue7UJu/35A64U9/+hPbt2/nhhtu4P7771fjOrys/n/9uAwGg1itVg4fPozb7Wb27NkTtkP4dS5Ut6kcm6huUz3v3Sx3uc1nl13Mz0Sm+5qaGpKSkoiLiyMiIgKfz6eIhTStyolBKh5pdm1vb6exsZGGhgaampqoqakhJiaGuLg4tVqJjo4mOjoap9OJ0+nEbrcTGxtLT08P+/fvp7Ozk5SUFPx+PydPnmTlypVUVlayatUqHA6HUhzy02QyERERgd/vV6tyWT+9JcvAxNBbHvQkQPrJ5cTi9XoZHBxkYGCA4eFhBgYG6Orqor+/X03kLpeL/Px88vLyiI+PJz4+noSEBGJiYhTZAFR/hccx6K0oepIglb4kHHrLiLT42Gw2RVr6+/vZvn07DQ0NDAwMMG3aNKxWKw6HgxUrVuB0OvH7/YroaJqmrDryWfv7++ns7KSlpYXOzk5iYmJYtmwZBQUF6j5CiHHPoV95BoNB3G43g4ODdHV10draSnt7O93d3fT09DAwMEB/fz9dXV1qQnQ4HKSkpHDjjTeycuXKK1pu5biVpFy2rYxfGRoaor29naamJqKiosjKyqKoqAiPx6NI9vkgZU7KpNlsZmhoiGAwyIEDB3j55Zdpbm5m1qxZREZGsnnzZlauXEl6erq6viTFPp+P/v5+jh07RllZGUeOHGFkZITR0VGioqLIy8ujsLCQ1atXk5OTQ05ODunp6TgcDkXgJgpc1lvPZZ31nzDeInuhxcTlDqmDzGYzTU1NdHR0jBtT54PsB5vNRiAQwO128/rrr7NmzRri4+PVdSciQAYuPS478qP3nQcCAerq6vjOd77Dpz/9aVavXo3f78dms+Hz+dA0jYGBAdra2nC73fT19dHe3k5NTY2aZOx2O06nk4SEBOLi4li9ejUxMTFomqYmzu7ubrXiDQQCeL1e+vr61HWFEERHR+Pz+YiOjub1118nOzubrVu3MnPmTJKSkoiOjsZut6s/qUCysrJwOBwA41aNBiaHnLhPnDjB6dOn6e/vZ2ho6C2fXq9XyYn+T5JMv9+vFLjValXK2Gq1YjKZcDqdJCYmKtKbnJys5MThcBAVFUVMTAzR0dHYbDbsdjvR0dGKoEh3aPgEIOsvf2tubuaJJ56gvb2dffv24XQ62bNnDwUFBWRlZeFyuVi9ejUJCQnjFGFfXx8Ara2tvPrqq5SVlVFVVcXo6KhSnI8//jg5OTkMDw8zPDxMX18fo6OjDA4O0t3drUhOU1MTra2tjI6OYjabFeF3OBxqMVBaWkpmZiZZWVlkZmYSGxs7zrURTgavNOjJpXRPDgwMUF5eztGjRzly5AhdXV24XC6Kior43ve+N2Xio4e0qPj9flpaWti6dSvl5eV0dHTQ1NSEw+GgsbGR0tJSjh49yoMPPkhqaipDQ0PU19dz9OhRjh8/zpkzZ5SradmyZeTk5FBVVUUwGKS0tBSn08mtt946jmzpLRZ6N6gcP+GuUFlfGO9ulQRB7maSFjJ57gclfkzWNykpCZPJRF9f35QDlOVcJd3cp0+fprm5mU984hPjLGVG0PP7g7dNfi7G/HUxQZdy9eL3+/F4PPzlL38hJyeHefPmhSpssTAyMkJvby9lZWVs2rSJwcFBTCYTMTExZGRkUFRUxOrVq0lOTiY+Pl5NZnIlLge21Wod506QgXtut5tXX32VX/7yl8yePZu4uDg8Hg+5ubmUlZURFxdHa2srQ0NDVFVVERMTg8fjweVyYTKZsNlsaJqG1+slOTmZvLw8pk2bxvTp08nLy8Nut2Oz2dSkEt4u4e07kRn5fObB8NiM851zsf35bmKye0oFu2fPHv72t78BjFPQ0t0o/5dunoGBgXFK2el0cscdd5CTk4Pf76enp4fe3l4GBgbo6emhp6eHuro6RZjkPSRJle6y6OhooqKi1J/NZqOoqIh58+YRERGhFJndbh8XyxMTE0MgEOD48eO8+OKLDA8Pk5aWhsViISEhgd7eXiorK9VqPCkpidLSUsxmM+3t7bz44ou43W52795NXV2dIudSZkwmEz/72c+Ui214eBiPx8Po6CjBYJDExEQyMjJIS0tj7dq1pKWlERcXR0xMDLGxscTHxxMTE4PNZhsnh+FuvsniV6ban5ca57tvuEVWr2f0Y0K2W2RkJHa7/S0WjvB7BYNBzpw5w6uvvsqOHTvo7e1ldHQUm82G1WolMjKS5OTkcbGGsj6TkUf9uPX7/cpSffr0aQ4cOMCMGTO4/vrriY2NJTExkbKyMoqKivjd737Hyy+/TGdnJz09PaSmprJ69WruvfdeIiIiqKmpobm5mT/96U80NjZisVjo6elRxEcfTweo7+FxZLKO+uPyfL186NtYftdf42I2r7xXmOyesu6RkZHKgjsZUQmf1/Sxo36/nzfffJO0tDSKiopU2+jHc/h1plK3iebXycqGW7DD52R5LPzeE8UcTnbP881NU63nRHUL10Pvxnx20eRnqiZLfTm9CVV/rlw96weUnHj8fj+vvfYaNTU1fPvb3yYuLo6+vj7Ky8vZuXMne/fuJTk5mQULFrB48WJmz56N0+kc54YAxk0UeveYJECyrN/vVyt86Rq55pprWL9+PdnZ2QwPD9Pb20tkZCS1tbUMDw8za9Ys5s+fz4oVKygpKVHCPDw8TEdHB83NzfT09NDQ0EBZWRlPPfUUXV1dJCUlUVRURHFxMXl5eeTm5pKbm0t8fLyql0wwpm87PcKDcPXPMlFysfP120SE61JiKjIUDAYpKSnhqquuUuTD4XDgdDqJiYnB6XQSGxuLw+HA4XDQ0tLCt7/9bdrb25Xyjo+P58EHHyQxMXFcbhF94KqMh5AugZ6eHvr6+ujv71eutMHBQfV/a2srg4OD1NTUUFFRgdvtJhgM4nK5CAQCREREKCuiJNZdXV0qZqmhoWGcW1TK+e7du4mLi1M7QPr7+6mtrVVuL9lmUVFROJ1OkpKSyMnJISUlhdzcXDIyMpT1KjMzE6fTOU5u9JOR/K7/nKxvprpCf69lSN7rQsRHH3MHjAug93g8tLW1UVFRwfHjxzl27JhaaDmdTqKjo1V/FBUVkZqaisvlwmq1MjAwwJNPPskrr7yC1+slMjKSa6+9lkWLFpGZmaksBdJFH24dkXpOjle9K0XTNEZHRykrK2Pv3r0cOnSI+fPn85WvfAWTyaSODQ0NsW3bNpKSknC73Xzyk59k3rx5pKen09fXx7Fjx9i0aRMHDhygs7OT6OhokpOT1UJwyZIl46yXF1pkTSQ/+jgyPdHRXyP8/KlMWpeTLjKbzTgcDqxWK729vUqe9M8jn10u3OUcJr+7XC5ef/11vvCFL6hFuLyG/JRESO/9gLduYNC7tCMiIvB6vWq+0FvuwgP0pQ6SpEwuHGXgvHxWOf/IOuot2dLdH16/cLKnjzcMJzR6MhMe36t/Rj1n0F9DP6dN1qf6z8lwUeRnIkU5lXJ6H7kkPGazeVxgpt/vZ2RkhMHBQaxWK+3t7Tz55JPccccdaJrGY489xt69e3G73eTn5/PQQw8xY8YMEhISxnWI2+1mdHRU7VDQXx8gKipKBZe6XC4liOHJumbOnEl2djZFRUWK9cvVdXNzM16vl3379hEVFcVVV11FIBBQQYAJCQkkJiaqVXwwGFTPNjIyQnd3NxUVFZw8eZJdu3bh8/nw+/0kJCRQWlpKcXExBQUFpKSkKLfMRCQOzsUhhCtYvcDoid6FBOJSK52pyJAU8LVr16q2dTgcb4mZkn+9vb08/fTT9Pf3k56eTkdHB0IInE6nGvTymvITzvnk09PTxykHuTIGlKwCiuRIpRYTEzPOcihlx+v1YrfbCQQC7Nu3j+9973tomkZBQQHr1q1jwYIFpKSkcOTIEcrLy9mxYwcxMTFMnz6dRYsW4Xa7+dvf/qbqm5yczJIlS1i1ahVz5sxRrqro6GgVvC+Vl+x3GfczmUVnoj640GpzqrLxXkxcU5Ujr9eLECE30ujoKJs3b1bxMCdOnKC5uZnR0VFFHBMTE6murqa+vl4RHU3TWLp0KV/84hdJSEhA0zSqqqrYt2+fcmstXbqUL3/5y2RmZiqZcbvduFwuGhsbMZlMZGdnj5tEJDHTB7tLGerv76e+vp62tjZcLheapvHII4/Q0tJCZGQkXq9XxS3m5uayZMkSrrnmGsxmM8eOHeP5559n27ZtdHZ2EhUVxapVq7jrrruUPouLi3uLm/Vi2nui41OVo6nictFFMhA8MjKSoaGhSeslrf1ms5n+/n48Hg/BYJCEhAR27NhBQkICc+bMUfpbT8yljEorrjQKSH0kdY9ML5CYmDhu7tLviAUUkXK5XASDQUZHR5XlqrKyktLSUvLy8tR5kqRrmjaOUOmfVb85SF4zNjZ2HOnyer1ER0e/xf0piZp+ISfrK+dnaX2Vi0LphZE7EgcGBmhubiY/P5/rr7/+LRazqfSxHu9JzI+crCRJkZPO0NAQfX195OTkUF1dzTPPPENFRQVWqxWXy8Xw8DC7d+/mz3/+M+np6Vx//fUsX76cgoICpUDkKsrr9VJZWcn27dupq6tj9uzZfPrTnyYYDDI0NER5eTk2m43MzEzi4+OV8vH5fKqeQ0NDxMTEIIQgPz8fQO0Kk/WWFgcp2CaTifLycoqKipTy0vvHR0dHaWhooKqqitjYWBYuXEhpaSlr165F0zSGhoZobW2lo6ODuro6ampq2LRpE5WVlcTExJCSkkJWVha5ubnMmDGDmTNnkpycjNVqHUfYJlpByraXq4kPCuQzCSGw2+0TpjaQgzAiIoKDBw+yf/9+0tPTWbJkCS+88AIej0e5c/QrEr2JXxJw6fayWq243W5efPFFDhw4QGpqKuvXr2f69OlKDqSbS5KNiIgIVS+fz0dUVNS4SaywsFDFYyQnJysiW1BQQGRkJO3t7SpmJyUlhYULF+JyuThw4AC9vb3MmTOH22+/nVtvvVVtHdY/v/759AG5+nJXajyBDBqXwe+bN2/mF7/4BaOjo1itVgoKCli9ejULFiygoKCAxMRETp06xRtvvDGOKDocDkVQ/+7v/g6Hw0F3dzeDg4NqlXzttdeSkZGBpmm43W5MJhOnTp1i8+bNHDx4kLS0NDZu3EhJSQk9PT1ERESQlpZGRkbGOCuv1+uls7OTv/3tb5w8eZLKykq8Xi/V1dWsXLmSpUuXsmbNGrZv385rr73GyMgI+fn5LFy4kOHhYfbv38/BgweVmzUlJYUHHniAu+++m6ysrHE6CphQZxg4Bzl2nE4nERERDA4O4na7iYmJGVfG5/Nht9upq6tj9+7d7N27l76+PpxOJzNmzODw4cMsXLiQ5OTktyxQ5OJVzkUmk4mhoSE6OzsRQpCRkYHJZKK6uppdu3bR3t5Ofn4+K1asIDU1FafTSWRkJBaLBa/XO454tLe309zcTFVVlZprsrKymD59OkIIXC4XDQ0NVFdXM2vWLDIyMoBzHhO91UcaAKqrqzl16hQDAwOUlpYyb948YmJilMEiOjqadevWkZqaqnYr9vX1qZjE3t5eFbvZ39/PyMgIIyMjDA8Pq00qLpdL7bYWQhAbG0tcXByJiYlKx06F/JwP7wn5kSxPBg+/+eabHDp0iDfffJPFixdz00038fOf/5zDhw8rpSO3KDscDr773e9SVFSkBE42khREua39F7/4BceOHcPv95OdnY2mafT09HDo0CGeeOIJAoEAiYmJrFq1ihUrVhAdHU1PTw/d3d309vaycePGcWTBYrHgcrnUpNbc3ExnZyf9/f2YzWZKSkrweDzk5OTQ3NwMnBsIMTExDA0N8eSTT/L6668zMDCAw+HgoYce4vrrr1eTqNPpJC4ujmnTprFmzRoCgYDaqdbW1kZlZSXHjx/n9OnT7N69m66uLvx+P4WFhcydO5fS0lLS09NJTU0lPT19XLyC3uL2TgXlvYY0x8u6u91u1S96MldTU8NLL72E2+3mhhtuUKtZuVqDECn5y1/+wsjICCUlJRQVFZGUlERsbCxwzjKpaRrDw8O8/PLLnDhxggcffJCcnBxFkEZHRzlw4AD9/f3ExMSQlZVFVFSUWqFERERQVFREVFSUkh+A+Ph4gsEgsbGxtLW1EQgEiIqKor29XZnF/X4/MTExihAVFBTQ09PD8uXLmTlzJg6HQ1m99H0rFabc/Qjn0jW8H66oywlCCDweD5qmsWXLFn71q1/h8XhYtWoVn/nMZ0hJSSEuLg4IBZf/7W9/48UXX6Svr0+1s1xgWCwWXnjhBZqamsjJyaGrqwuPx6P0VU9PDzt37qStrY38/HwWLFhAd3c3r776Kn19fbS0tFBYWIjX61WussTERFauXMmSJUuUm+r48ePU1NSoBZRcmS9atIiZM2eSmprKK6+8wvHjx+ns7GT27NlkZGQwNDREY2MjLS0t7N27F5fLxbRp01i2bBkPPPAAiYmJalWvd41MtLAwcA6yXfTW1Y6ODpKSksaVM5vN7N27l7/+9a8cPXpUkZBAIKCSGl533XXKSrN//348Hg+ZmZkkJCSQlJREREQELS0tbNu2jS1bttDT00NycjI33ngj2dnZ/P73v6e8vBy3243FYuGNN96goKCAJUuWkJaWRmxsLJmZmcTFxSkiVF9fryyZe/fuJSEhgdjYWM6ePassWa+++iotLS1UVFRQVFTE1VdfrXaGSmIcFRVFfX09u3btYteuXdTW1hIMBikoKGD58uWkpKTQ0NDA66+/ztDQED/4wQ+Ii4tTm0uk3pZWx9jYWBW+kJKSgsPhUJZXaWCQIQ764PuoqCglx+80aP6SZ3iGc9YHm81GVVUVP/3pT2loaMBisVBYWMjf/vY3jh07Nm4FIpXOjBkzmDNnjiIV1dXV7N+/n7KyMjo7O/H5fKSkpBAfH091dTVut5uEhATMZjNtbW0cPnxYTWbSQlJeXs7WrVuZN28eg4ODNDU14fF46O/vZ8aMGeTm5ioXVmdnJ729vWiaxtatWzl+/Di1tbUA5OTkkJCQwNGjR+no6KCrqwuv10tRURErVqzg0Ucf5cCBA4yOjgLQ39/P4cOHmTVrFgUFBapt9KtMObHLQNtp06Zxxx134HK56O/vp7e3l/b2durq6igvL+fAgQMMDQ1hsViIjY0lJyeHGTNmUFpaSk5ODk6nk6ioKKKjoy/YT5cD9K47YNzKSB9UKX/fvXs3p06dYtq0aaxdu5bKykqlzCXB3LdvHy+99BIAf/vb33A6naxcuZKvfOUrxMbGjsuBc+TIEerq6khJSWHx4sXY7XY0TaOxsZHy8nKeeuop2tvbiY2NVcneAEZHR4mLiyM/P5/CwkKuvvpqUlNTSU1N5ZZbbuHEiRPs27ePAwcOkJKSwuDgIPX19fT09ChXbmFhIWazmZaWFnw+n7JQOJ1OamtrcblcREREqB1pUkb1wbR6q9l70U+XK/Tt8NJLL/GrX/0Kn8/Hddddx5e+9CWSk5PV5DQ4OMhjjz3G5s2b8Xq9ZGVlsWTJErKyspSb4NSpU8ybN4+mpiZ27typLHsQyif1hz/8QbnY/u3f/k2Z/uWx0dFRDh8+THl5OSdOnFBxIUePHsXpdOL1eklNTeXqq6/ms5/9LJ2dnRw4cACXy0VbWxtHjhyhublZyYfH46GwsJAVK1Zw1VVX4XK5OH36NCdPnmRkZIT4+HiuvvpqNm7cqNy/sq56l4ok0fp2e6/76XKFfvEgdw23t7dz+PBhZs6cqcoFg0GOHDnCT3/6U2pqakhISGD58uUMDg6qxfjAwAANDQ0qxcWWLVvYvn07sbGx5OXl8dBDDzE6OsqvfvUrysrKGBkZAaCzs5ORkRGcTicNDQ0AyjNSUVFBa2ursqZERUWxYcMG8vLymDNnDtHR0QwMDHD8+HGVsHJ0dJTS0lJsNhtxcXE0Nzdz4sQJ+vr6SExMpK+vj61bt9LS0kJdXR09PT1qAdHS0sLg4KAi/cFgkNOnT9PR0cGiRYtIS0tTsXRer5fZs2dzyy23sH37dpqamujr6yM5OZnp06fzwAMPMHPmzHFxRPo2l//r+0DKbLiOe7sydMkyPOshV6xyRer1eoGQ0FRWVqo4n2AwSG5uLsFgkPr6eoLBIFu3bmX9+vUkJiZy4sQJHn30UY4dO6auZ7FY1JZgt9utTN0mk4mBgQFOnDjBiRMnCAaD2O12MjMz8fl8SiCsVit2ux2/38+pU6dwOBzk5eUxMDDAc889R29vLzU1NTQ1NTE4OIjD4aCoqIjc3FxWr17N4sWL6ejo4OGHH1bbSCG0PXnv3r3j4lQ0TaOzs5Ouri4KCgombTepqPRxPZGRkaSmppKWlsaMGTPGle/u7qampoba2lpqa2spKyvj8ccfp6enh+zsbG655RY++9nPjnPhXW5KZ6K2CBd+QLmnvF4vLS0tbN68GbPZzB133EFGRgbHjx9XA8NisdDU1MQf/vAH7rnnHjo6OvjLX/5Ca2srhw4d4uzZs8yfP19d3+v1curUKUZGRigqKqKgoACr1YrH4+HIkSM8/fTTVFZW4vP56OrqGpe7RPq0u7u7SU9PZ3BwUO3KiYqKIjc3l0OHDtHR0UF/fz9VVVVER0djNpuZOXMmy5YtY+XKlTgcDkpKSnjllVdoaGhg69atHDhwgI6ODlwuF9HR0cyZM4eNGzeyZs0abDYbcG6HzkQ7My6mzadS7nK2KIUvJIaGhqisrMTtdrNq1Sq+9rWvKWuP7L9XXnmFLVu24PF4yM/P54tf/CKLFi1SxHdgYIADBw5gs9lwOBz8z//8D7W1tcoyI4RgeHiYYDBIVlYWaWlpAOMSHUq3hdQFEjLYfsaMGXzxi19k2bJlWCwWmpublZzJZJPt7e1qq3VxcTGrV6/m2muvJS0tDa/Xy0svvcSbb77JwMAA6enpzJw5k3nz5uH3++nt7aW6upqhoSEyMjLIzc0lLi5uXAzG243V+bDJkb6eUgfHxcXxiU98gh/+8Ifs37+fW265hfj4eIQQnD17ll/96lecPXuWrKws/v7v/x6r1cr//u//UlBQQF1dHSMjI7z66qssXbqUhIQETCYTo6OjDA8PY7PZOHnyJK+++ioHDx5UaVzkgr++vp64uDjuvvtuCgoKOHz4MC+99BLDw8P09/dTU1PDwMAAHo8HgJUrV5KZmUlHR4dyHY2MjODxeEhISKCtrY2YmBhcLheHDh3C5/PR1NREZGQkCQkJNDY2cvbsWSUbJSUlREZGMjg4iNfrJSkpSV0vEAgQHx/P6tWrWblyJW+++aayaI+MjLBr1y727NnD8PAwQgja29uprKzE4XCQk5Oj4nJlu0/WH+G/hx97OzL0nmR4lisgGTgsmVswGKSjo0NZhW666SYeeOABjh49yo9+9CNGRkaora3l2LFjzJw5k8cff5xjx47h9XpxOBysXbuWtWvX4na72bVrFxUVFTQ2NqogKZkQTm4lzs/P5wtf+AIJCQkcO3aMHTt2KCKlaRolJSWYzWaSkpIYHR0lMzOT7du309nZqYLNIKQ0Z82axapVq0hJSeG1116juLiYiooKNeG2t7ezcOFCSkpKOHz4MNXV1Xg8Hrq7u6fcUecLyNN3unxPzIoVK9A0TdXV5XJx5swZ5TIJ3zVwuSkdifMFFMqVhRCCbdu20dLSwqxZs1ixYgU2m02Z9S0WC4ODg/zhD38gKyuLm2++mePHj/Pyyy8rN+fRo0eZO3euCvQ7e/YsjY2NOJ1Oli9frtysPT09nD17Vk2iVquVhQsXEh8fT2pqKkKIce6DwsJC8vLyiImJoaOjg4iICPLy8rj22mvZt2+fCqa1WCzk5ubywAMPsHDhQhITE4GQRbGvr0+RLgkZ31ZTU0NVVZVy9cmV/ER+8AsplPOVmUq5y1WGICQvsbGxfPKTn6SoqIjrrrsOp9M57vezZ8/y4osv4nK5iImJ4aMf/SjXXXedep2Ez+cjPj6edevWEQyGXjXxP//zPzz99NP87ne/Q9M0oqOjWbNmDbfffjuFhYUqgZ0+xkzKiMViobi4mOXLlxMbG8uLL75IQ0MDdXV17Nq1izlz5mCz2cjLy1MxQG63m7q6OkXEBwYGOHPmDJGRkcyePZvk5GSGhoaUNR0gISGBrKwsTpw4wRtvvMG2bdtobW3FbDaTl5fHxz/+ca6++mqcTud59cyF8GGXI/0uo2XLlrFmzRpeeuklduzYwd13301vby+bN2/m1KlTWCwWrrvuOoaHh/nrX//Khg0byMjI4Pvf/z69vb0q11Z8fPw4V+PQ0BCPP/44zc3NFBYWEhMTQ319PZ2dnWiaRlRUFDfccAO33HKL2knY3NzMwYMH8Xq9Kt+ZpmnU19czd+5cIiIiSE9P58CBAzQ1NdHV1YXdbqe3t5fW1lZ+8pOf0NfXR2dnJ0NDQyqtR0lJiUrP8sYbbyh3eltbm/JCFBQUsH//fl566SUaGhro6OigoqKClStXAueMHVVVVbS0tBAfH4/dbqerqwsIGSnefPNN7r//frVDW+K9lKH3JOZHxszITpLMWiptq9XKZz7zGW666SYVTJyamkpNTQ0ul0sJVnl5udpps3LlSj796U+Tk5OjLCNNTU0IEXp/SiAQUEFYcmLIy8ujpKSErKwsiouLSUpKwuPxUF1dzejoKImJiUrZNDU1YTKZyM3NJTk5GUAljCsvL1cBrNdccw1RUVFqFeD1eqmrq+OWW27h/vvvJzIyErfbzdmzZ9E0jb6+PhVU/XYRznb1AbzStyoTORYUFCil+0GHPvdKU1MT27dvV7IAcPDgQQ4ePIgQoQC9M2fOEB0dzXe+8x2io6PJysqioKCArq4uBgcHOXHiBJ2dncoFImOr4uLimDdvnsrXBFBdXa12jaWnp7Nx40bmzZtHTk6OmuSkLz4yMpKIiAi1fV66YwOBAOvXr8fv9/PSSy/R2tpKdXU1R48eZc6cOSr4NCIiQiVYjIuLIzU1FZPJRE9PD42Njfj9fo4fP85f/vIX5s2bR35+/riEjgZCkCvXtLQ07r33XmWJkW5Ur9fLkSNHaGpqIhgMkpeXx6JFi5SZX1qWZT4pSWBkrJDdbmd4eJioqCiWLl3KnDlzAGhsbGTbtm28/vrrajeY2Wxm9uzZ3HfffSxatIiMjAz6+/vVZgePx6MWScXFxSrlRmdnJzU1NUyfPp1ly5ZRUVFBTU0NZ86c4dSpUzzxxBMkJSWRmZmJ2+1mZGRErbqrq6vZtGkTx44dY2BgQC18urq6iIiIoKCggFmzZhkxP1OAJJ533HEHr732Gk899RRWq5XMzEx2794NQGxsLM3NzWzbto3S0lJMJhNlZWVKP0vX16xZs9ROZwhZ7oPBIDfeeCP33XcfPp+PH//4x/T19eH1eklISFCZuE0mE/n5+URFRSl5lq82GRkZISIigo6ODo4cOcLg4CBlZWVKZ0BoTLS1tSGEUJnvpQvrq1/9KoWFhfz1r3+lrq5O7QI7c+YM8+bN42Mf+xjr1q0DQpsA9u/fT0NDAyMjI8oyrX83odVqZcOGDdxyyy10d3fz3//931RXV2MymWhtbVU68f3ajPOezIgyYFUIobbqwbmXKt5zzz1qN4sQQm3hlBHxtbW1xMTEMDw8PG5LeG5uLhASzKysLIaHh9U58pUHJlMo+aHVaiUtLQ2Hw6GI0cKFC1UMj81mU8y7ubmZadOmkZWVxcKFC2lrayM6Oprh4WE2b97M66+/Tm1tLc8884yyGO3atUtNzP8/e/8dHtd13fvDn4NpmBnMoA56r0Qh2KtIkRJFieqWrOJu67okjuOWm8TOTXnvtXNvfo6TOE6UxLGdWO6WJVGyeiFFUuy9gQRB9N7r9HreP8C9dTACSFAiKco83+fBA2DmlH32Xmf1tXZKSgr3338/dXV1Mgwnnl+0q3+v0CpA2uz+eCEoFJ9L9fr5oEAIpW3bttHe3k5iYiL79+/n5z//OVNTU9JaFu0SnE4nv/rVr/jyl79MVlYWS5cu5cSJEwQCAelVvP3224nFYrS1tTE2NsaKFStkAmIgEMDtdgPTL7yqTnftrq+vp7i4eEbehCj7FEq93+/npZde4oUXXmD16tWUl5ezceNGUlNTWbduHT/4wQ/Yv38/Tz31FNFolK9+9auyCeGf//mfY7fbSU9Pl+XsZ8+e5cUXX+SZZ57B5/Nx7tw59u3bR1FRkWQ61yLf54MCbSWTYLLabrqBQIDTp09LpTY9PV2GJLTtC4Rw0HoBkpOTpcdYbH3w1FNPceDAAY4dOyZ5TEZGBoODgyxYsIC1a9dSVVVFdna2LC0WoYLe3l4mJydpbGyU21W88cYbvPjiizgcDr74xS+Sn5/PkiVL6Ovr46mnnuLgwYPs2rWL9PR0bDabbPshKkwff/xxEhISWLZsmcx1HB0dJRaL0d7eTmNjIwUFBaSlpb1va3S9Q/TuEu0IsrKy+MxnPkNvby9bt26VkYZwOMzo6ChvvvkmqqoyMDDAm2++OaPgxO/309LSgqIoUr4pynRu4urVq/nkJz9JZmYmiqKQl5cn80ELCwulgh4IBGZs2h2JRPB4PDKxeGhoiDfeeEOGaRVFkd3qx8fHmZqakgZBXl6eNMjLyso4deoUFRUVLFq0iIMHD0p5ZrFY+MQnPsGmTZtk49b09HRKS0s5e/asbO3R3t4ui0gURaG0tJQvfOEL1NTU4Pf72b9/P+fPn5dV0EImvl+44h2etUmXgoGIipaJiQl++ctfMj4+Lo9ZsGABDz/8sAyJCeEtEnRjsRijo6My3igYU35+/oyeN9peOGazmYmJCex2uyQgl8tFIBCgqamJJUuWEAwGGRgYwOFwUFVVRVdXF06nU1r2guDz8/MlMzIYDBQWFmKxWHjqqadobGzkpz/9KYsXL6a3t1d27c3KypKJbX6/H4fDIb0Wohle/PzFC635xtDh7aRpbd8E8f98Y+zvBxFe7J6CfrS/xXNNTU1x8OBBmayqta60pd9GoxG3283OnTtZt24dd911FytWrGDr1q0MDAwwMDDAkSNHWLNmDT6fj8bGRkwmEytXriQlJUVeT2xZYrfbMZlMpKenMzQ0JPdCElVBIpdD0Pzo6Cj79u2T+2d99KMfJT09HbvdzqpVq4DptTt8+DBvvvkmq1evpr6+ntzcXG6++eZ3NAGtr6/HaDTyyiuvyJ24Re6JUHLfbd7GlVi794uRzXVfbZhXKP7iM1FVOTo6KnmRaBegpTXhRRSeavG/qDAVeXxPPvmkVIA3bNjA2rVr6e3tpaenhxdeeEF6k0S+o8FgYGxsDIDKykrJw9rb2zl+/DhOp5OXXnqJzs5OHnnkEaqrq7FarTidTqqrq8nIyMDtdnP27FkOHz6My+Vi0aJFsmu8yDf77Gc/y9q1awkGg/zDP/wDnZ2dHD16FKvVKitdL6X83Ah0NNc9tQq0qCB95JFHUJTpbWueeOIJXn75Zfl9UlISWVlZ1NTUyGajPp+P1tZWGbkAZKGEUE42bNggWxH4/X6Sk5NxOBy43W4yMjIYHR2lt7eXvr4+tm3bxunTp6WsnJiYkMqQ0WiktraW/Px8CgsLaWtr48CBAyxZskQ2xYxEIrjdbllEIba5KSsro6+vj66uLiYmJnA6nUxOTlJUVMSyZctkhZXw3Ih8xnA4jNPppKOjA5fLJZUyi8VCTk4OsVgMq9VKTk6OnFfRDPhqrd18aOg9d3ieS4hrY92RSIRAIMC//Mu/yCRgbYWKUDrE/0KTFp+JMmLRFyEYDEq3n2BcogmVlsFNTExQWFhIZ2cnnZ2drF69WvYegOmSeYvFgtfrZXR0lLa2NlatWiXLqk0mk9ybRQi4nJwcXC4XBQUFtLS0YDabGR4exmAwkJ+fL4l5dHQUm82Gz+cjLS1NjjMUCuH1eue00Gfzzsz2mdYK1c7dbP/Plhk/X6XoamA+NCQ8KCKxXeRLNTY20tzcTF9fnywDFtcQOTjnz5+XwkxsKigaXxYVFbF8+XJeeeUVwuEwZ86c4eDBgxQUFNDR0SE3PRXVOoKWi4qK2LNnD0ajUcau4e3GX1rlQ3jg+vr6ZJ+Wzs5OxsbGqKurkwK0rq5OhsGOHTvGjh07mJiY4P777ycpKWnGs8G0W72goACTySSV8dHRUUmb2q6q86Gh+azNXMfEr9u1piFxr4vRkVb5F7+F4iN4hfYafX199PX1UVZWJpm3sNxFrpnf72fPnj1s3759hhFTWlrKhz70IVatWkV+fj6hUIitW7dy9uxZFEWhq6uLkZERsrKyZMVVdnY2AwMDMpfI4/EQjUZlZc+5c+dQFIWMjAxZ4iv43pIlS1i5ciXt7e243W7uu+8+Tp48KXmX2PB0zZo1pKen4/f7ycnJITk5maNHjzIxMUEoFJLXfS+8aD5rM9cx8et2vfEirSEvIHJaiouLKS8vl/mUZrOZT3ziEzz44IOkpqbOqOQVXcFF+FHkhQnDRXiCBJ0ZjUZcLhcej4ejR4/S0tLCSy+9RG9vL9FoVPKnaDRKTk4OlZWVdHZ2Mj4+zujoKMuXL6e1tZWxsTEURWHlypUMDg6yZ88eWSxitVrJzc2lsLCQyclJsrKySE1NpbCwkOzsbDwejzTqp6amZBV1QkICaWlpDA0NzTD4RHNf0X9PNGYU6STp6elyPufj+bnaNPSewl6zXVwQhujmKJSVH/3oR7JEVEtIopGT0K7NZrMs59aWtmVlZUmXdSAQYGJiAkA2KhSdUIWFVlxczN69e9mwYQPHjh2Tmelnz56VAq6uro6jR49Kz1RWVhYej0fu5RUMBuUmhkNDQ/J+VVVVvPzyyyjK9IanJ0+eZMmSJezYsUMurBCGohNnRkYG/f39pKen097ezsqVK2Uvj7kWebYXcT5rMV9N+P2y1OczhsTERA4dOkRDQwONjY20trbKHBrR38ZsNpOUlERqaioLFy7k0UcfJTk5mYcffliWnv9//9//R3NzM+np6VJp3rRpE3v37mVycpKBgQG2bt3Khg0bZLfnJUuWSKVd5HwsXbpU7iOXkpLCiRMnqKmpkYJRVKGJHI+EhARZySO20Ojv75cWFUz3DtmyZQtvvfUWDoeDHTt2UFNTg9vtlmEVMUcip+j06dMzNhotKiqSY52tl9OVpKH5rt/1ZLnPdWwwGCQlJYWUlBT5/nV1dbF161Yee+wxMjMzcbvdDA8P09XVxYEDBxgdHaWlpYXh4WGZZyGYeW1tLQ8//LDcjsRqtXLnnXfyxBNPyHv29vbi8Xhkj5hwOCz7/+zduxdFUSgqKmJiYoLW1lZCoRAlJSXk5uZKA1BU5gwODmKxWFi6dCnt7e28+eabVFZWctttt8keMTfffLOsfE1KSuL222/nT//0TwGkcZiXl/eu5vda0NG1xlxj0H4ujE4hi4SnQ8gX0YFbm34gdnQX++gBZGZmymsLWTM+Pk5nZ6dstNnb20tCQgJdXV0UFhZSWFjIfffdR3l5OUeOHJHrvGDBAvx+P3V1dezcuZNAICDDXr29vWRkZFBZWUl2drbsDj4xMUE4HObo0aOEQiE++clPyvCpSC1paWmRFZOit46QxyLXbXJykqSkJGw2G6tXr6a5uVm2d/B4PHi9XilDMzIy5Dvj9/uZmpqas1nhteBFVzznJxaLYbFYZEVONBrlX/7lX9i+fTvhcFj2Rzh9+jQwnem+fft2Fi5ciN1uZ2RkhFdffVVuUaCqqty/yOVy0d/fTyQSobW1FY/HI7cR2Lt3r6ykCgaDdHR08Md//MecPn2aiooKTpw4wdGjR3G5XCxevBiHwyFbf/f392MwGGhsbGTBggVyXI2NjdLa6uzspKCggM7OTt566y3S0tIwm810dXWxfPly2tvb5RYdpaWlHD58WArH/v5+CgoKpJU3ODgolb35WlI3EhRlOjdqx44dbN26FUA2yLLb7RQVFVFXV0dJSQl5eXm4XC5ycnKwWq243W6cTqdci+zsbJYvXy4VbIfDwZIlSygqKuLMmTNMTU3R0NDA8PCw7KkjGkUK+nO5XDQ1NXHLLbfwwgsvcPDgQdLS0uQO2yaTSQom0Z3VYrFgtVrJy8ujs7OTiYkJfvGLX0hBlJOTQ0FBAS+99BJVVVU0NDTg8/lkX6ns7GzJaEU45tixYxw4cEBac0VFRdx0001y12g93+fS0HaGD4VCLF26lP3798uuzC+++CJDQ0NkZWXR19dHZ2enrPa0Wq0sWbKET33qU+Tl5fFnf/ZnModiamoKn88nLXJhzYvS4kgkQnNzM4cPH5adcU0mEykpKfT395OQkIDVauXUqVNs3rxZemSMRiNjY2M0NzdLo7Kzs1O29ejt7cXr9XL77bcTjUbZv38/4XBYPoPgwyIZVZRR5+XlkZmZ+Q5jVMeloTWMysvLyc/Pp6WlhVgsxq5du0hLS2Pt2rVkZ2djs9mkoSIMYlEQIbaRUFWVn//85/zqV7+ir69PbkUhIh02m43Nmzfzmc98RtJXb2+vDPX39PTIzvAul4uhoSEMBgODg4MMDAxQV1cnk+JdLhc+n49oNEpbWxtZWVmsXLkSQPIvmFbOhIJcVVXF3r17qaqqApCbtI6OjsqedIsWLSIjI0O2h4jFYoyNjcm8W5hu9ioiKdqQ8/uFq1LqHggESExMJBgM8uSTT/LKK68QCoVYsWIFf/3Xf83WrVtpaGiQXpzvfOc70p3v8XgYGBiQVq/VaqW2tpbc3FyWLFki+17s3buX1atXU1JSwsmTJ9m2bRtOp5NQKEQ4HObUqVOEQiHq6uoYHx+npaVFNgvLz88nPT2d5uZmTpw4IWOPoh+G1+ulv7+fb3/727LUNSkpiezsbJKSkmQpIiBbgre1teFwOAgGgzQ2NsrGjCaTibVr1/L888/LWKnQdoVwjZ8/HdPrvnjxYvr6+sjNzaWyspKSkhIqKipkflj8fmYiJywrK4uBgQHMZjP9/f2UlpZKZiXWc+PGjXR0dDAxMSGr8QoKCtiwYYP05ohzEhISqKiowO/3c+rUKTo6Ojh58qQsrS8sLJRMTXQAT01NZcmSJTz88MM888wzjIyM0N3dzX/8x39QX19PRUWFTJYfHByUeWzCovd6vdhsNrnfTXt7O08//bRsxFdRUcGDDz5IQUGBnAt9m4JLQ7uVhNlsZuXKlbz00ktSufB6vdJDLQyTSCRCYmIi9fX1/J//839ITU3F7XZTUFAg+djk5CSjo6MynAbTTU2XLl1KR0cHHo8Hj8fDk08+SV1dnVyrw4cP09TUBEzzn7y8PAoKCjh37hypqal0dnbyxBNP8Ktf/YrS0lLS0tIYGRmR1rLNZmPlypX09fWxZs0a7HY74+PjjIyM8Oabb5Kfn09KSgp+v5+TJ08yPj6O0WgkKyuLNWvWAPPfvFbH2xC5p9nZ2axcuZKBgQECgQCTk5P88pe/5OWXXyY5OVn2lxPdil0uF0VFRZw+fVp6QUS/u/r6eu666y4WLlxILBbjO9/5DpOTk7IdQSQSwWq1SvmakpIit4cIh8OUlpYyODgo+74JL6RQSFJTU1m1ahXd3d2Ew2EmJydxOp1yawtRuFFdXc3zzz9Pamqq3GA3JyeHoaEhjEYjnZ2dnD59mh07dmA2m1m0aBF1dXVytwKz2SxbMgiHhKqq8vuBgQEURZG9/D5w1V5zuZiEwA+FQrz44ov86le/IhQKyS6WLpdLlhYL16CwUDo7O6X7UOw4u3jxYm6++WYKCgq46aabOHjwoHQ/P/7441gsFnp6esjKymL58uW8+OKLAGRlZdHW1sa6deuoq6vj5ptvZtu2bZw6dUrG3s+dOyfzfsRmh0KbTk9Pp7i4mPb2dvr6+sjLy5vR9ychIYGbbrpJWv3Lli3j3LlzkvEI96Kw9O12uwzJDQ0NSWtd4GoxoMtxGV5rBngxGkpISGDt2rWsWrUKm80mt5gQ49S+MIJehKcxOztbdgwX3XDjd6/euHEjb7zxBoFAQFrHomVBYmLijJdSlEGL7U5eeOEFurq6ZPfuRYsWsXDhQoaHh3G73Rw8eFBuNHn//fdTUlLC008/DUyHdUVJ/bJly+jq6uL06dOynDo3N1cmYov8otOnT9PZ2SmZxdKlS/nIRz4i+0xp8+uu1TrNddz1EvKK/0zQlNhTqK+vjwMHDnDixAk6Ozvf4YnVNmYVVntLSwtdXV1yb72srCyZ0xMMBhkdHZV5fwaDQfIysQWJqDjt6Ojgu9/9LrFYjKGhIenldjgc5Ofnk5ycTFlZGevXr5c9WsTax2IxXC4XGzZsoKmpSfaMqaioYMOGDYRCIRoaGti/fz8vvfQSNpuNuro62traeOutt2Qn6XvuuUeWTr+bEMOVWqe5jrteeBEwwzsm8myEF81ut/PII48QDofZtWuX3NB0eHh4RuqGuI7IIzWZTDM2Nl29ejVf/epXKS4ulk0PKysrOXDggDTQRB6RoFXRFkbIklgsRmZmJs3NzdIrA8jEZEWZ7lW0d+9egsEgdXV1TE1NUVBQgNlsllEUsWGpqOzq6urilVde4fTp09KAb2trw2AwsHjxYh5++GFpzIkWEGJcQ0NDM4qS0tLSpPLT29srDcz3sk5zHXfFc360F53tpRFKzeHDh/nhD3+I1+tFURTuuece2a+kpKREWqsmk4lNmzaxdu1aGhsb6erqkp0q8/LyWLFiBTU1Naiqytq1azl27JisnmhoaJDJZB/96EfJzMyU7jiv14vVasXlcpGUlITD4cBisXDgwAHOnTtHY2MjycnJLF68GKPRKJNZExISZNjjsccek1to9PT04PV6qaioYMuWLfT09MjGaEuXLqWrq4vDhw8TjUZlr5/e3l4WLFgg3euCWG666SbGx8dl2b12t9zZ5nuuxbzUAl/s3NmOu1aYDw2JcKPWsxOfAAwzq8JgOjy2adMmDAaDTACMnwdFUcjPz+fWW2+VHjyYbi6Yn58vx6A9R1VVMjIyWLt2LX19fVitVs6cOcOOHTsYHx/n3LlzkmmZTCbq6+vltiKi+mJgYIATJ06QkpJCTk4O+/btk00VN2zYAMC9995LW1ub3IJlaGhIJvYXFBSwfv167rjjDhYvXiwT6cX4LpWzcK1o6FrR06XoCN7efbqjo4OjR4/S2NhIW1ub9C4L/iGSRsVeboJ5azdg1Hb2NhqN0usmGqpq2w0AFBcXU1JSIseTk5NDcXExqamp7Ny5U3oehRdBdGQuKyuTCn95eTltbW3U1tZSWFgoN32MRCJUVVVRWlpKYWEh4XBYbmXzhS98ga6uLtrb2/n5z39OSkoKY2NjRCIRFixYwIc+9CE2bdokDbL4Obxe6OhaYD40JP4XLTTC4TBTU1OMjIzQ09NDe3s7k5OT7+i2rvXsCy+13W7nrrvuYs2aNfzoRz/i7NmzMk80NTVVVoEJBScrK4vy8nLy8vKkgQTTXZy3bt2K1WrF6/XS3d3Nli1b5Ga2w8PD0rsptsMxmUwsXbqURx99lP7+fpkmkJ+fT0FBgRyn0+mktraW5557Tj7/0NAQra2tkt5Fk+GHHnqIpUuXyuay1dXVZGVlSboW/FUkRIukaVVVZfn+5dLGleJFVyXsFQ6HZfttRZlupiS8JNFolLy8PGlNBYNBPB4PVVVV1NXVyRJUUZEhNFqRYf7YY48RCATYuXOn3Ln7rrvu4o477uDw4cPS7WswGGQZssPhoKKigg9/+MNUVFTw+uuv4/P5WLx4MRs2bOC5555DVVW5s6xwLy5dulTuPm+z2WQp9FtvvcWKFSsoLS2VG1RGIhFWrFjB9u3bZbJrUVGRDPcJCz0rKwur1TrD0hSl0XMpQDrmD6PRyMaNG2Xjw9kS6gRTuPfee3n99dflJn1ih2RBw6LaB97eViMnJ4dHHnmEN998E5fLxblz5zhx4gSKMr3/T3FxMaWlpbJfB0wr8Tk5OVRUVMimk1u3buWhhx4iIyND5q/dddddRCIRli1bxtjYmLTsCwsLKSsro76+noULF8pNe3VcHMIT+L3vfY+33noLRVHknkkul4uysjKqqqpYuXIlpaWlsmJU2zZBW6EZDAalZzAajcp32mAw0NXVJfNpBL2JBnSiI29XVxef+MQnWL58OSUlJbS2tsoE1dzcXO6//36qqqqIRCKkp6dTVlbG+Pg4drtdliGnp6dTW1srq3UmJiZkf6Lk5GQikQjLly/nm9/8Jj/+8Y/p6enB5/ORm5tLXV0dDz74IEuWLJHtN/Rw18UheMXhw4c5fvw4XV1d9PX1MTw8LGVFOByWHhyTyURSUpJck9TUVKlc5OTkyP+TkpJ44YUXZNi0u7tberdFC5hHHnmE8vJyXC6XpMVgMIjNZsPtdvOhD32I8fFxduzYwapVq2RFn8ViITMzU3ZqLi0tJRgMyj5Ft9xyCzk5OXIfxLNnz85oGyPyF6urqxkYGJCK+UMPPURzc7PcLWHx4sUUFBRIelcUhcWLF/P3f//3vPjiixw5ckRWMAIydUTkb87WXfxa4qokPFutVj71qU9x7tw5hoeHWbdunWyoJJhFfn4+7e3tMiFYJOQJhUdA6xlJSEggLy+PL3/5yzLOXVJSwpIlS8jIyCAajUqNV+xwK3YuHhgYICkpiZtvvpmKigqi0Si5ubky8Uzsgjs+Pk4gEJA9XcTeX6qqsmjRIhRFkX2CotEobreb1atXMzY2JsdZXFxMcnIy3d3dVFRUEIvF5KaVIiQowjAiB0HHlYG2T9TFFAQRPhBeu4SEBOrq6qS3SSjdQjEVEF6jdevWsWbNGvbu3UtnZycWi4X8/HxUVaW6ulomB4pKQoPBgNlsJjc3l1gsxv/6X/9LlqXabDZKSkpknw6Hw8Fdd91FTU2N3G5FMEBREqu1mHTMDjFHIicrNTVVes1Eh3er1Tpjzzt427IU6y88eMLqFR6ARYsWcccddwBIl764r1As0tPTpVKkKAqNjY1s2LCB9evXs3TpUlatWsXExAQpKSlUVFRIujObzVRVVc2onl2+fLlMgi0vLweY0aFXW524efNmKisrOX36tEygX7FiBcnJybLVh57rc2kkJCTg9/vZvXs3Tz75JIBMdbBYLKSmppKZmUlBQQHFxcUUFBTgcrlwOBxyZ3JR/SVkmKCjT33qU2RkZMitJ7Q7IFitVjZu3CgdBqK9hcjjqampobS0lEAgwMKFCwkEAixevFj2sxOpAeFwmI0bN+J0OqViLrZxWrRoEQkJCTIqoU0nqKyslA0xFWW6T15+fj5btmyRDRVFtXJ8H6RVq1axevVqBgcHcbvdBINBGeW4++67qampYdGiRXKD1fcLV21vr8HBQXw+H4mJidxyyy1YLBYp7G02Gy6Xi9bWVhRlerOzYDAoiSIeomeLYCgpKSncdtttWK1W+VlbWxs7duyQVRkrV67E5XIRiUQIhUI0Nzeze/duFixYwOLFi6mursZisTA8PCzLihVFkZ4ZbShFxGoFUxSVGULJAsjNzWXTpk2SAEX4TOvhES+A+NGGK7TH6Xj3EG5hbcn5bC5so9HIyMgIwWBQVoGlpaVJQSj6TMUn46nqdAfxsrIy6QkQeUMJCQmkp6fLjuKiJF+MKRAIYLPZJHNKSUkhOTmZyspKSeOiasvhcLB06dIZngThFVVVVb5POuaGsJY3b97MypUr5bYAYk61RQfxuRni3RfKhHhPhbFiNBqpr69n0aJF0pgR9CL4hGidUFpaKr3DU1NT0vJNSJjuviyscm1jxUgkgsPhwOfzSQ+kUG60/EKEYYTwFJ8bjUbKysrIz8+Xz6ktvRaWvrZfmI7ZIbYmGR4elrmgokNyenr6jL0T4e1kaLGeosGlUGDEe1tfX09tba1cQ3Evsb7a64i1EoqrSMJPTExk/fr18lyhdPl8PjIzM2WeEEwr5dFoVG41pU3OF4a7+Dw5OZl169bR3NyM2+2Wu9WLrtFa3qj9OxgMSmVPKEza9+u+++6T6SXaPm3vB67K9hbBYJD9+/fjdrvZtGmTTIbS7uVVWloqW2j39/fj8XjIzs6WL6Y2wUyUzwuX4BtvvMHJkycpLS3F6XQyMTHBtm3baGxsRFEUli1bJltxi94EkUiE9vZ2jhw5wrFjx7jvvvsA8Hq9nDhxQsbMS0pKZHmitrOrdgEFUZtMphmNFkU2u1ahEYJL9KXRMlnBiMT1r1XexAeN0V3OeIVgAmTSefw1hOekv7+f/fv3y0qIgoKCd6yJdr3FWopGZKJUWSjK4rdwGwurTbzk4n8h+ESTOVFiKhQm4SEUDFAIKJFTEr8z+JWYt8vFB4GGhMAoLCyUaxDv1dEaINoKL61yoLVsgRnJ86JBYfweRUKRFf2ARKXh+Pg44+PjpKamSqEnFB9AlsgLoy2etrSKmaADsX2Qlm+K8dhsNhnCFQq6MOQEPV8qhHoj05F439asWcO6deukPNGuAbztcZ4NQmFVVVW+66ILsmjeK36Le4praxOChYEk+uYIPiVoQKy52P1A0I2WzoRirT1PjF94boQDYXR0VLZUMBgMNDU1UVZWJt8jIfu0OavayIbIk9LKNyEztV6w9xr5eLc0dMWVHzFRIul0zZo1M2LgiqJgsVjkbtgJCQlyQ75460tr4YiJVhSFlpYWtm7dKj0roi9CYmIiy5Yt4xOf+ATV1dUA8sW/+eabGRwcZPv27Rw9epRTp05RXV3N0NAQ58+flx1Xly1bJrV4LaOEmYlsQkiKiY9noPC25Qlvl9jGC2GtVQlzJ+BdClc6aez9RvwczDXW+OcR6yWEzVyWhWjwNTo6SiQSkaFKYIaQ1K63tjRVMKT4zUTFy6ylIa33SVxTCEet0NTSfLwXAd5Ogpxte5T4OdFp6G2LNF4xmc3QiP//YsaItmpQu17ac0XSdFZWFps3b6a6upqpqSmSkpJm0Ew8TxGGWvwYZhuP9r5aRUZriYtnjxei2nte7N260elIjEtbfKH9XMyjdk21ayuOEZ9rZaHgEdp8G+35wAz5oL2u1jAS583Gi7RGuJZu42WPNr/NYDCQkpJCZWUlSUlJDA8Pc+LECcm34tdNq7zEG2zafCBxbLwRcrF5v5o0pFxO4qSiKMNA52XdQccHDUWqqrqu1sV1GrphoNORjvcKnYZ0XAnMSkeXpfzo0KFDhw4dOnR80KH3NdehQ4cOHTp03FDQlZ95QlEUu6IomxRFyX+/x6JDhw4dOnToePfQlZ95QFEUG/AqsAZ4QVGU2vd5SDreZyiKkqUoyvHLOD5VUZSXFUXZrSjKDy58ZlQUpUtRlJ0XfhZevRHruN6hKEqyoihvXqCFB+Y4xqwoym8vHLNVURST5rs/VxTly9duxDp0fHChKz/zQwXwHVVV/xb4L2Dd+zweHe8//gGwXsbxnwR+oarqesChKMpyoB74taqqGy/8nL4aA9XxgcEiYN8FWnh2jmO2ACdUVd0INAL3AyiKUg7cB/z7tRioDh0fdFyVPj/XKxRF+d/AKsAGDAMfBZ4AyoBepjP//yfwC+1nqqr+CXBSUZQlwAPA5xRF+QzTzGoRkA08oqpqwzV8HB3vExRFuRXwAgOKovwf4Jyqqr9WFOX/BzQBzzFNV/nABPAIMApUKYqSAhQAXcBDwAOKotzENO19WlXVyDV9GB3vCxRFSWQmjbwBPAakKIqyDngY+BIz+dVHmKajCkVRkoBa4LcXLvmfwHngo4qi/FpVVb0D5g2AC1GJnwGZwGlgNTAEhJiWS08BHwa+CjwOfAX4FNM05QSygOOqqv7xBfloYtq4Twa2qKo6cC2f51riRvT87FZVdQMwyLSllKmq6mqg5IKSkzrLZwL3AnbAf+H/FcAdwP++cC0dv+dQFMUM/A3wzQsf/YxpJRqmrfLngC8AJ1VVXQc8A9QBe5j2IH4FOAeMA4eBDReOmwDuuiYPoeN6QDyN7Ae+BjxxwfMzfOE4Lb+6HzgDmJmmIy/QpijKJqaF2d8AScDfX8sH0fG+4gtAg6qqNwM5wFKmFed64GNMK8ghpo30rgufH7tw7tOqqt4ElCiKsuzCZ+UX6O1XwK3X7CneB9xQnp8LOHrh9ylgAWBRFOUg8MsLn/tm+QwAVVW/pShKL/BpppnRr1VVDSuKMgTUXJPR63i/8U3g31RVnbjQLKxVURSHoigbmWZCAUVRFjAt0GDauodpb+Ifqqo6pSjKnzBt5f9UVdXghe/PMa0c6bgxMBuNbJjlOC2/Kgb+jOkQ/ClFUR4E/gIYY5qWehRF+Smw92oNWsd1hypg7QX+kwIcUlXVoyhKJxAFFKbDo3cB25g20v+aae9OPG3BtDEH096jtzfZ/D3Ejej5WXnh9xKmlb9nVVVdparqP2q+n/GZoiiPKory1xe+T2HaSodpy0vHjYXbgC8pirITWKwoyo+B3wD/zduM4xzTXkGA/wV8jmnLfKGiKAamQxkq8HNFURZd+OwB4OQ1ewod7zdmo5HZoOVXLVygowufrWWajlqA0gufLUdv3HcjoQn45ws5YH/F23SgxXGmle2zwC2ASM8QtLWYaRqCG0im3YienxUXBNcA027io4qi3Me09fTPTDOlX8Z99izwa0VR3gL6gM8wHX/XcYPhgnsZAEVRdqqq+jlFUdKBP2c6tAXwQ+BnF+hsFPg404rNT4AipkMcv77w+1dMW2fPq6q67Vo9h473HbPRyOpZjtPyqxeYFly/VhTlhxf+fvDCd3df4E8OpnM6dNwY+BHwE0VRHgOmgO5ZjjkGtDOdE3buQrQC4B5FUf6QaW/RybkqDH9fcUN1eL6Q0LVTVdWdF/6/C/gG0zFRP9OCaCr+M1VVf/N+jFfH9Y8LbQ9+Avynqqr/9X6PR8fvD+L5lQ4dVwqKojwB/G9VVTve56G8b7ihlB8dOnTo0KFDh44bMedHhw4dOnTo0HEDQ1d+dOjQoUOHDh03FHTlR4cOHTp06NBxQ0FXfnTo0KFDhw4dNxR05UeHDh06dOjQcUNBV3506NChQ4cOHTcUdOVHhw4dOnTo0HFDQVd+dOjQoUOHDh03FHTlR4cOHTp06NBxQ0FXfnTo0KFDhw4dNxR05UeHDh06dOjQcUNBV3506NChQ4cOHTcUdOVHhw4dOnTo0HFDwXg5BycnJ6vZ2dkoinJZN5nP8fO95pU+7nKPvdJjuBLXUlWVhIQEVFWVf8efq6rqvK7X2dnJyMjI5U3IZWC+NKQoCoFAgP7+foLBIGazmezsbGw2GzD9zPHX0Gno+jnu2LFjI6qquuZ1oXcBnRdd+TFcb3R0vfAieCcPnQ//mg9uVBq61Hni/9nm/HLkGczNiy5L+cnOzuaHP/zhjEHMNrDZPpvtb+1x8edf6ri5zr2aY3sv453ruCsxNkVRiEQimEwmFEUhHA5jNBpRVVUqDxUVFcRisYvOlaIorF69mquJ+dJQNBrFbDbT0NDAt771LQYGBkhOTuZ//s//SXV1NdFoVD7jxZ5Hp6H3Z2wmk6mTqwidF7378X5Q6Oh64EVao9JkMhGLxYhEIpjNZlRVlXxXHHex59FpSCEhIWHGd8KIjT9GfAfTaxCLxeT3RqORSCQy41rvhhfpYa/fA8RiMcxmM9FoFFVVmZqa4q233uLP//zPeeSRR3jyyScJBoPv9zAvC0ajkVgsRnV1Nd/4xjdIS0ujqamJ73//+7S0tGAymd6h/evQoUPHlYRQcMxmM4ODg3g8HsxmM5FIBACLxYKqqlI465gbqqpKGQXTcms2z04kEiESiUjlJRAIEAwGmZqaYmRkhKGhIcxm8zuUs8vFZXl+LoX3Opireb/Zjr2c8+PDLOJ/7eezhWLEfbThqPjjxPeXOyZxLVVVCQQCdHZ28uqrr7J9+3ba29tZvXo1X/va17jlllswGAzXfH3eDQTBa0N5S5cu5Utf+hKPP/44J0+e5PHHH+cb3/gG8S5r7bzOtibxzy/uEX+/ueZpvjQUv5ZaOrnY9edz7cs59oOw3lcLl3onL4bZzrnU+znb+3yx+87GAy5nLKFQCJPJhMFgmJV2L0b3F8OVpqO5xv9BoE0xRpPJhNfr5d/+7d8YGxsjMzOTgoICHnzwQZKSkgiHwzgcDsLh8EWf9WL86UryokvJpItd93JoSHscIBVAoQwK5Sb+JxAI4Ha7cbvd+Hw+/H4/Pp8Pj8cjf09OTuL1egkEAoTDYSKRCKFQiFAoxNq1a/mTP/kTLBbLrM8wX1wR5Wcu91xCQgKRSERqx/D2xCiKQiwWw2g0yoXWug7Fteay7uf7Ys/X9Xepc4XiIsItBoNBLrAg2mg0islkksdpnysajWIwGORv7RyJeRH3MxqNRKPRGfcW7sBIJDLD7Tc6Osq+fft4/vnnOXLkCMXFxdx+++3ccccd5OXlYbPZ5Fgv9/mvJbRj0tKKePbbbruNSCTC97//fY4cOcL3v/99vvnNb5KWliZfsoSEBDm3Wjep+J2QkEA4HJZeI3FtQY9aZufz+TCbze8Y22zjjVduxPiFhZiQkEAoFJLXiw8/zjUfF/t+tnFc7LNrce71gLnc3+IdjM+H054Xi8Uk/Yj/5zJY4s/V/hbHw/RaB4NBgsEgFosFu93+DmPnYvOovX8sFsPv9xOJRDhx4gTl5eVkZGRgMplkyDtekMaPcT7zdrHP4iHmRcyb4FtanqOqKmazmVAoJNdCe+71Rkezjenw4cMcOnSIiYkJ7HY7qqqyfft2li9fTlVVFZWVlRQWFkqBHE9L8LahKv4Xiqu435XgReI+2vuK34L+hVc9fmzxMkYrj91uN83NzRgMBoLBIOFwWCoqfr+fcDjMxMQEoVCIqakp3G43Ho9HKjhCsRHvVGJiIlarFYvFgtlsxmq1YrfbsVqtJCYmYrfbyczMxG63k5ycjN1ux263Y7PZKCkpwWg0zuC774aGrqjnR0yiWHgRDw0Gg9LzICZYUZQZMVSjcXooWkVBXGsuhiUw3we/HKsmnnFEIhEMBgNms5mpqSksFgsJCQlYLJYZAjVe2wWkkieeRUtc4nsxP9FolEAgIPNZxDyKmLOiKIyOjtLT08PLL7/Mjh078Pl83HzzzfzLv/wL1dXVZGZmznih5krUu96YjsBslkpCQgKbN29mfHycn/zkJxw4cIAf/vCHfOlLX5IvTCAQmCG0hJKoqioWi2UGExFxZMGohXtbKCral+tiYxPj034n5l3QjNvtJhaLMTk5SW9vL2VlZdjt9hlK8OXMx+UcN1/6vpx7fhBoCGZa1VqeMpvwUFUVo9GI2+3m1KlTHDt2jKmpKfLz81mxYgXV1dXy2Pnc12w2E4vFGBwcZOvWrfT29lJaWsqmTZtmCMn4ccRD8EORv3fs2DFaWloIhUK0trYyNTXFAw88QGJiIgUFBZLnannqxa4/Gy6HHoSAFIqNeG+0RqFQ2kRujHgvPgh0pCgKoVCIAwcO4PP5WLt2LZ/97GcxGo0MDQ1x9OhRXnrpJZ555hnMZjPFxcXcdtttVFRU0NfXx+nTp5mcnKSgoICKigoKCwuxWq2SJuMVwffKi7SGuPhfrIXIUxIKqrifWMNIJEIsFiMQCDA2NsbIyAitra0cP36clpYWqfglJCTI6wrF22q1kpSUREpKCmlpaRQWFuJwOEhJSSEpKQmHwyHPFXLUbDZjNBoxGo3yOtofYMYcCX1B3DteN7hcGrriyo9WuRHMfbbEJO0LE41GOX/+PF1dXRgMBoqLiyktLcVsNl9S8blWEIwkGAwyMDBAV1cXa9eulc8miFVo1ImJiVLpE26+gYEB+vr6ACgvL6egoACr1TqDWAHsdjvRaFR+ZjAYMBgM9Pb2sn37drZt28axY8eoqanhM5/5DKtXr6awsFASt1YYz9fCvN4hvGqPPPIIExMTPPvss/zud78jKSmJz3/+84yPj9PT00NnZyfhcBi73U5OTg7FxcVYrVbC4bCcx3A4jNlsnuGJ03oHQqEQBoOBxMTEec+Z1k2dkJCA3+8H4Pz58xw+fBij0YjZbMZmszE8PMzChQtxuVwfmHDkBxFa+tcaVfEQRkZXVxe//e1v2bVrF4ODg5Ipv/HGG3z729+mtLR0XvdUlOk8BavVyvj4OFu3bmVkZIS0tDQ8Hg9f+MIX5u2yj0QiBINBTp48yW9/+1saGhrIysrCYrGwf/9+CgsL+dnPfkZubi6PPPIIDodDCoz5GI7vBYLXaQ05eHsOxP2FF0goEtpIwAcBiqJw66234vf7uf3226mqqsJoNFJRUcEtt9yC2+2mvb2ds2fPsmfPHv76r/+aoqIiqUD4/X4URcFut7NmzRoeeOABqqurcTqd8h5XiheJNRFKlPaawjDXGmexWAyv10tbWxutra00NDTQ19dHR0cHAGVlZVRVVbFu3TrsdjslJSVYrVYikQjDw8P09fURCAQoKSmhqqoKm80m11cYFOK+QtHSepuAGbQTTxfiePEuCzq6EnR9xZUfMbipqSlgWgmw2WxSkGsXoL+/n3379vHaa6/R2dkpE8uys7N58MEHufvuu7FarVd6iO8KwnrZtWsXTz75JLm5uZw6dYq6ujpqa2sxm81kZGTIRLiRkREcDgd9fX3s2bOHl19+mYaGBgKBADabjaKiIh588EFuueUWCgoKZnhqAoGA9FwMDw9z5swZXn31VXbt2kVKSgqrV6/m61//OlVVVVit1hkuZq3bVPv3B13ACg9YYmIin/70p4lEIjz11FM8+eSTnDlzhrGxMSYmJvD5fPIci8VCdnY2q1at4p577iErK0vOg7CMhcUzMTFBe3s7e/fu5cCBA/zVX/0VCxcunPe8aS23YDBIe3s7p06dwu/3Mz4+zpEjR9iyZQvHjh0jOTmZtLQ0MjIy3hGS1HHlEM9c5/L8AExMTPDLX/6SV155hUAgQHp6Onl5eUxOTjI4ODjvd0gwfbPZTDAYpLm5mfT0dEZGRggGgxQUFFzWM0xNTXHixAmee+45jh8/LvmKw+Fg6dKl7Nu3D7fbDUBTUxNr166V47ja77w21CUErBBQ4p0aHBxkbGwMv99PU1MTxcXF3HvvvVIQXu8QXvtly5ZRXV0tPf6KoshQXmJiItXV1SxcuJDNmzfz0ksv8YMf/EDKApieK4/Hw/bt2zl06BAf+9jHeOyxx2ShCnBFeJE2xCWUBOFti0ajTExM0N3dzejoKI2NjRw7doyxsTGcTiepqamUlJRw7733UlNTQ2ZmJmazGZPJJD3mXq+XPXv28Oqrr7Jv3z48Hg8AOTk53HLLLTzyyCNUVFTIhGStwRGNRqVCrM1vEsq6+BFzoXWkCO+n1rP4Xun7XSs/l3Knv/jii+zZswez2UxqaiqZmZm4XC7y8vLIzMykv7+fZ555hjNnzsxwmXo8HlpbW/nRj36ExWLh7rvvnqHpiRDIxcYgjpstfBJvDcaHLOZKTFVVlZ6eHp555hlGRkZob28nFApRVVWFw+Ggurqa2tpaJiYmaGtrw2QykZaWxp49ezh69Cgej0cumNfrZWhoiM7OToLBIP/jf/wPaSH5/X7Z32br1q2cOHGC/v5+amtr+cu//EuWLFlCdnY2JpNJEnj8mLVetviywfmEQa4VLnXP+OQ78cwOh4NPf/rTdHZ2sm/fPo4dOyaP074UwWAQj8dDe3s7FouFlpYWHA4HtbW1uFwuqVy2t7fT1NREZ2cn4+PjWK3WWZOpZ2PW8bQSDAZpbW3l3LlzHDlyhJ07d5Kfn08wGGRkZITs7GzJGLSx97muOdcczUe4Xes1fb8U7IvNUUJCAq2trQwODlJeXo7VasVqtUovKUx7LgRDj0QiZGRk8MUvfpHVq1czNjbGnj17yMnJecf95gqhCfh8Pnp7eyWfqaiowO/3S0Ey23jjac7n83Hy5EneeOMNwuEwVquVxYsXc9ttt5Geno6iKGRmZnLq1CmZdGswGN6R1xHPJ+YbLogfkzg/EokQDocJBoMEAgGmpqZoa2ujpaWF9vZ2BgcH8fv9TE1N4fP5cDqdlJaWkp+ff8l7Xk+8SMtXkpKS5HxohXF8btj+/fvl+YLmuru7AbBarVKhffbZZ4nFYmRkZMgwWmdnJ+fOnaOrq4uxsbE5edFs8kqbRhEMBolGo4yMjNDR0cHp06dpa2tjcnKSyclJkpKSqKmp4eGHH6agoIDMzEwyMjJITEwEZnqyxU9HRwdPPvkkv/vd7xgbGyMQCMhQVGtrK729vYyPj/Otb31rRnqBwGxeHy2Puxi9atNg5uP5mQ8NXbbycykLSLg2u7q6aGhoAJBla/EPLx7WZDKRlZVFcnIynZ2deDweJiYm+MUvfsGCBQsoKyub4bY2GAwyFhqfJC3GoM09EvcTmuVsYaH4xYhGozJPxGq1kpCQQDAYJDc3F6/XSzQaZXBwkEOHDkmCT09PZ2xsjKmpKZxOpwx9pKens3LlSmpqavD5fOzatYuuri4GBwf55S9/ycqVK/F4PJw7d47GxkZOnjzJ2NgYaWlpbNmyhUcffZSioiLpWbhYvDP+s8sRkteK6VyKhoT1bLFYZlhPYk2NRiMOh0N6coSL32AwUF5eTmFhIWNjY5w/fx6/3y9fnDNnzjAyMsJLL70kLU+xrtr8n7q6OumqFvSiTVg3Go0z8rzEHAeDQY4fP87x48c5cOAAfX195Ofns2HDBoqKijCZTLS2tvLhD3+YtLS0WYWdoD1B2yKHIz5h/WKWz2zzO1/Pxbs991rTkLjXpXiRqqrs3LmTJ554AqvVSk1NDSUlJVRUVLBgwQLy8/NRFIU333wTv99PLBZj4cKF3H777RiNRjIyMqiqqpL0Iix9reGhZdJaPmO1WklOTqa9vR1FURgbG5Ph23jBImjMZrPJnL9oNCrzRsLhMAkJCeTm5rJ06VIKCgpIS0vjD//wD+np6eGxxx6TtC5yfrS8VvvuJCQkYDKZCIVCchwiR0nQmVb4RSIRRkdHGRgYoKenh66uLvr6+hgcHKSzs5Pu7m6ZiJqdnU16ejq33HILFRUVlJaWkpOTI1MY4hOxZ1sz7e+rjfnQkPitlTNibrR8OBaLMTIyQmNjo/z8lltu4eMf/ziNjY1kZGTgcDg4fPgwfX19bN++nSNHjszI99RGRoxGI1VVVYyMjOByud5htIv7Ch7W399Pa2srHR0dNDU10dzcjN/vJzMzk8rKSpYvX055eTkLFiwgMTGR0dFR8vPzicViWK1W6YGKV6ZEocihQ4f42c9+hsViYfXq1SxZsoTU1FT27dvHmTNnaG9vZ+fOnWzfvp177rnnHaFd7VzOxWcutSZXkhddlvJzMStHQFjoDz74IEVFRUxNTREMBunr62N8fFzmv3i9XkKhkFzs7u5uent7ZyQ6tbe38//+3/9j8+bNZGZmkpOTQ3JyMomJiaSkpEgmIgSE1n2mKAoej4ehoSESExMpKioiGAxKD4tQpoTbUQjQaDQq4+xjY2MzmEBSUhL33HMPLS0tZGdn89prr7F//34Zaunu7iYcDst8pry8PDZu3Mg999xDdXU1ZrOZtrY2RkdHCYfDtLS00NHRwR/90R+RkpJCcnIyCxcu5C/+4i8oKSmRGe8Wi2VGInW8JXapdZrrs/ms8ZXGfGhICH2RrByLxbBYLFLgiLJHg8FATU0NK1euZHR0lD179hAMBrnvvvuYmJjgRz/6EeFwmBUrVlBTU8O2bdtmVP0Eg0HJZAQdZGZm8qEPfYhoNEpzczMJCQnk5+fPULDEC6hVTjweDydPnmRycpJjx47JBO2ysjJuvvlmaSVXV1eTm5srFa14pVsIIm3So3hu7f2v5HzP9t31TEOz3WO2e2qTzUUI69ixYxw+fBiz2Sxd/enp6Zw5cwaY9gLZbDaGhoYwGAzY7XZSU1NlnpjW6heIz2mEtw2+8fFxyXNEPqOwvC0Wi7yeSAYWJexCGert7WVqakreLzc3l4SEBPbu3cvChQuJxWJUVFRgMpkknwiHw1gsFulRF2MSuRgejweHwyF59cTEBGNjYyjKdMh9YmKCzs5OmpubaW9vp6+vb0YeZ3JyMuXl5axdu5aHH36Y4uJinE4ndrudxMREmcyqVaTmI9gutcZXGvN9N+I/Fx4fYaQIpTIajTI6OvoOxXNsbIyKigrS09OJRCJs2rSJ4eFhDh48OIPHieOTk5MpKChg1apVbNiwgezsbKmIeL1ehoeHZTLy7t27ZehJKCxZWVnU1tbyyCOPkJWVRUJCAnl5eZjNZgKBACdPnmRqaorR0VHq6+uxWq0UFBS8w1ujNep8Ph8mk4k1a9bw4IMPsnLlSlwuFxMTE1RWVvLf//3ftLW14Xa7ef3111m3bh1ZWVnzmt9LHfNeFOKLnXNVEp7D4TDHjh3jwIEDbNq0iQ996EMyDuzz+RgZGWF0dFSWwI2PjzM8PMzQ0BC9vb10dnZKLbihoYGGhgb5AmVkZJCVlUVaWhqpqakUFRVRXFxMeno60WgUl8tFdnY2RqORgYEBnnvuOdxuNx/+8IeJRqNkZ2eTlpYmE15FbwbBdAKBAB0dHezfv5+kpCQqKyupr68nISGB0tJSiouLWb58OV6vl5KSEpYvX47b7WZ8fJzW1lYOHDiA2WxmyZIl3HfffaxevZpIJMLu3bs5cuQIPT09HDhwgNHRUVkttmXLFj7ykY+Qn5+P0+mUyc6C2cbn8XwQYuXvBaJp48DAAC0tLSxduhSYpi3B1O12O48++igZGRmkpqbi9XqpqqriiSee4P/+3/9LUlISAwMDrF69mscee4za2lqSk5M5c+YMp0+fZnx8HEVRSElJIS8vj/HxcQ4fPsy6detwu908+eSTHD16FJfLxZ133kllZSXj4+OYzWYKCgpISUmRinEsFqOvrw+Px8Px48cJhUJEIhFKSkrYtGkTSUlJ2Gw2fD6fzOUSVZAihi0qYIRSlpiYKBnixMQEIyMjqKpKaWkpFotlRndrHbNDeFIee+wx7rzzTrq6umhvb+fcuXOcOXOG8fFxJicnaW1tneHx3bt3L2fPnsXv93PffffxhS98gVgsxsTEBCaTSc69MLiEMq3N3xL5i6IUGKaFid/v5+TJk6Snp5Oenk5qaipJSUkzruH1evF6vXR2dspS34SEBFnqu2PHDsbHxzlz5gxDQ0OUlpayZcsWqqurZdgiFArNqGgMBAL4fD56enoYHh4mJSVFFgicPn2anp4ewuGwVPJycnKorKxk5cqV5OTkkJWVhcvlIisrC6fTKStPtcms8X/DTMXn9wXa6l14O1lZpGwIA1hRFJ566im2b99ORkYGJSUlbNiwgWXLlhGNRuW2PS6XS/KhsrIyampqWLBgAU6nUyrNjY2NHD58mOPHj9Pc3ExfX5+kmU2bNrFlyxYKCgpklZXP5yMcDnP+/Hny8vJk2sbBgwcZGxujpaWFqakpBgcHWbJkCTk5ObKFi7iueB+E0rxkyRJWrFghvaWxWIz09HTq6uoIh8MA+P1+mb97veOqKD8Gg4G+vj6OHj1KSkoKW7ZswWKxkJiYSGJiIqmpqVRUVMyolBIv6Ztvvsk//dM/MTY2JgnMZDKRmZmJ0+kkPT0dr9cryzyF10VY7jk5OVRVVeFyTW/lsWvXLkZHR+U9e3p6mJiYoKqqiuzsbHJycrBardIN3NnZyaFDh4hGoxw7doyysjJ6enpkKbXob6AoCn6/n9TUVBkWa2trk/H2hIQEnn76aX70ox/hdrvJycmhsLBQViBNTk6iqirZ2dncc889lJWVSWVMlCUCMzw+gjn+vgs9MbfPPPMMW7duZcWKFXzuc5+jrKxsRkhIeGR8Ph92u50Pf/jDlJWV8Vd/9Vd0d3eTkpLCww8/TF1dnbRQ6uvr+ehHPzrDm3Lq1Cl+8YtfkJWVxYc//GGam5t5/fXXGRsbo7Ozk9LSUgKBAK+88grhcJjMzEzWr1/P+vXryczMZGxsjLGxMc6cOUNDQwORSITVq1eTlZVFNBplfHycqakpqZwLQ0DkSgQCATwej7TebTabtP63b9/OG2+8QU5ODg8++KCkC225qo7ZIbzA4XBYCoa1a9fKCpeOjg5++tOfcvz4cRn6NBqNjI2NSeX45z//OUePHmXJkiX09fVx9uxZ1q5dy5IlSygsLMTpdGI0GpmamqKnp4fR0VESExNZvXo1ycnJ0rso1txisbBt2zbGx8ex2+0sXryY1atXU1JSQkJCAoFAgHPnzhEKhdi7dy+hUIjx8XEMBgM+n49Dhw5JA+DQoUPY7XaOHz/OiRMnqK+vp7y8XHp1IpEIY2NjDAwMcPbsWTo7O5mcnMRkMlFaWkpycjJms5nOzk5aW1upqanhO9/5DgsXLpRlyIqiyNJsQBpfwjjVhmy0VUXCM/r7SJ9a41Mov7/5zW/43e9+x/Dw8IwQqNvtlvlQx44dY9euXXz3u9/FZrNJ4+euu+7ik5/8JAaDgaSkJCYnJ+nu7mbv3r2cPHmSkydPMjw8TDAYlB7vWCxGSkoK2dnZZGdnk5GRQUZGBlarlVAoxFtvvUVSUhJHjx7F4XBQXl6Oqqq8+eabMs82ISFByqHJyUkWLlxINBqVbQniS9jz8/Ol4q8N9Q0PD8/wPtntdqkcX8+44h2ehbKycOFCXnrpJY4fP47H45lhyWrr9AGpMASDQVpaWqSFnJycjNVqpbe3l56eHtatW8c3vvENLBYLgUCAgwcP8l//9V/09fVJV+/o6CiHDx8mGAzKGH5CQgLPPvssLpeLSCSC2+2W8fzi4mJMJpMMS4yOjjI0NITf78dms9Hb2yv7xWgFpmAuiYmJRCIRxsfHZffP/Px8cnNzCQQC3HfffdTV1ZGSksLExARPPPEELS0tMj/lYx/7GCUlJTM6tcLM/gazJYq913W6XqF9TsFcd+/eTUdHB5/4xCe49dZbsdvtUlAJC1wojaKZoKJMVxw+9dRT2Gw2XnjhBTZu3MjGjRtnMC8Ryz59+jSf/exnKS0tpb+/Xyao+/1+jh8/TmNjIydOnJBhLpGb9elPf5qpqSlaW1vp7u6mr6+P5cuXU1paSjAYpKmpie7ublpbW6mtrWX9+vVkZGQQDofp7+/npZdekm0ebDYb+fn5lJSUyFDIr3/9a/r6+qirq+OP//iPAeQYtLRwrdf0eqYheJsXib+FEiRyYkSYWZTqClqKxWLSeyJ4yJEjRzhy5Iikm66uLp566ikyMzNJTEzEaDTi9Xpxu92SD1VVVVFQUCDfdZhOgP7Rj35Ee3s7wWAQk8nEgQMH2LdvHx/96EelMj8+Ps727ds5ceIEfr+fyclJyXsCgQBer1d6rkWI/ujRoxw9ehSLxSKNxLS0NAAGBgbo6OiQFY6LFi3ia1/7GgsXLqSpqYnvfe979PX1sWLFCkpLS2UJtnhekdgaX2yi7T+jLWmejVfNN6R0PUH7HPF5MNqEZ5/Px549e+jv75+RB2gymbjnnnvIzMyko6ODs2fPzqBL0fzSZrMxNTVFc3Mzhw4d4syZMwwODjI1NUVSUhJpaWmUlZXR1dXFxMSE9B77fD46Ojro7u5m586d1NbWytyvgYEB9u3bR3t7O1VVVRw9epRAIMDg4CAJCQkylOrxePB4PHi9Xo4fP05PTw+9vb04HA5yc3MpLy+nrKyMW2+9FYfDIT3UQq6qqsrZs2fp6emRivJNN91EYmLivPJNr+Q6XS6uSofnaDRKeXk5qampDA8Pc/78eVwul8yREMJcCDcxkS0tLezatYtgMIjT6eTee+/F5/Px9NNPy9CCz+cjLy+PaDRKYmKiLPNUVRWn0ykTzPr7+/nXf/1Xzp8/T35+Punp6bJsVYQlBgYG6OzspLKykkWLFknXtsViobS0lCVLlkjFRZT7iU6TRqORpKQkDAYDe/bs4d///d8JBoN89KMf5UMf+hDZ2dmSOfX09PDcc8/x7LPP0tXVRVFREZs3b2bDhg0sXbpUMtvZYptzMZD5Wv3xx72X+OnVRPw4zWYzn/vc56ioqOA3v/kN7e3tfO973+PQoUN8/vOfp6CgAJPJhN/vly3mp6amePHFFxkeHmbz5s3Y7XZeeeUVWlpa8Hq93HLLLVLxhun8jubmZnbt2kVBQQFr1qyZYeUCki7r6upYuXIlXq+XhoYGuru7mZiYICUlhczMTCYmJmRFSEpKilSqRkZG6O/vp6Ojg8bGRoLBIDfddBPj4+O0t7fz3HPP0dXVJZ/96NGjsvoDoL+/X+ahiWO0ZcVzre+7mfP5Hne90hDMHKs27COUY62wDgaDcl613or8/HzZfgKgp6eHwcFBUlNT6erqksJN7Pfk9Xql0Sc8wwcOHODAgQMzqlRGRkYYGxubERoLBALs2bOHQ4cOYbPZZjyLtk+awWDAZrNRUVHBmjVrcLlcsnKtu7ubn/3sZ/T392M2m/n0pz/Nww8/THp6Ok1NTXzrW9+itbVVPncoFJKN57q7u2lpacFms1FbW0tqauo7hL62WaI2R017zGy5iPF08kGho/hxxr9nIrQn5JmqqhQVFVFXV8fU1BSvvPKKjIDcdtttrFmzBpjuknzmzBmysrLo6ekhEAgA8Pzzz/OLX/yCsbExLBYLRUVF3HTTTVRVVbFmzRr8fj/f+c53ZPhUJO0XFxczOjrKmTNnOH/+vPQQA7IYxO12s2fPHlJTU1m3bh2JiYksWbKEkydPcvr0aQYHBzl//jwTExOMj4/j9/tnvDd5eXksXbqU5cuXS4+OkOGADKUNDAxgt9vZuHEjt912G3a7/T3N+XyPey80dFXCXqqqUlBQQF5eHgMDAxw6dIjVq1fLXA4RV9a2/B8ZGeHZZ5+lv7+fzMxMHnjgAT70oQ9x8OBBXnnlFdxuN6Ojo4yMjFBRUYHX66W3t1fGVw0GgwwviJI9MVErVqzgD/7gD2Sr8JMnT/LKK6+we/duWXp6zz33cPjwYQYGBvD5fDz00EMsW7ZMEpG2ysdqtcrN1pqamnj11Vfp6emhuLiYtWvXkpycDEx7FU6cOMHXvvY1BgcHZYdhv99PMBiUSlV8FVr8fF7ss4st+qWOu96YjoAQQgB33nknFRUV/Pa3v2XHjh3s2LGDlpYWPv7xj8uXLBwOE4vFOHr0qNzi44EHHqC+vp777ruPV155hddff53HH3+c7du3c9ddd7Fw4UJCoRDbtm3D5/PxwAMPkJ+fP2NTPTGW2tpameQ3OjrKP/7jP3Lu3DkmJydpbGykoKCAU6dOcebMGYxGIz09PVgsFo4dO4aqqgwMDDA+Ps6xY8cwGAw4HA4Ajh8/js/nIxqNkp+fL70+Ho+HxsZG+vr6ZiRCirh6/PYn2nm7nDmez3kfVBoSEDxAWOIibBAKhWQ/LYvFIjf+jUQi3HXXXXzkIx+Z4eX7+7//+xnKj9FoJD09XRpfoqGhuJfo/9XX18fhw4fx+/0kJiayaNEi2etneHiYxsZGRkZGMBgMLFq0iD/4gz/A4XBIwdXc3MzPfvYzOjo6sFqtrF+/nuXLl7NixQoSExNlp+ft27fLrQSEIAqHwwwODs7orxIOh+nr65Ml6n19fQwNDVFYWEhNTY3ckmW2xPp3w4tmE04fJDoSSozwagloq0OTk5P56le/itVq5bnnnuO1116TuaTC+B8cHKSpqQmPx8MTTzxBR0cHw8PDqKpKe3s7RqNRFvM4nU6sVitpaWlEo1G6u7vp7u4mEAiQlpbGqlWr+MhHPiI9ez6fj9OnT7Nt2zYmJyf55Cc/ycmTJ/F6vUxOTs5Ip/jMZz6Dx+MhFArJlixC+V+9ejUul4ujR48yNjbG5OQkfX19slAnJydnRt+eYDDISy+9xI4dO0hKSuK2227jc5/7nKyOvJw5nu3vyz3ucmnoqmxvIZKkli5dypEjRzh//rysMBBMOxqNYrVa8fv9WCwWduzYwd69e8nJyeHRRx/lzjvvxG63U1hYKBNaA4EAra2tLFq0SCbvCQssFosRCoUYGhqaEX+32+1UV1eTlpaGyWQiPT1duruPHDlCIBCgsbGR3/zmN5w6dYrR0VE2bdpEVVUVaWlpM7aiEATt9/ultffWW2/R3d1NVlYWS5cuJT8/X7rCRYno6OgoqqqSmZlJOBymq6uLn/3sZ7S2tvK1r32NZcuWSeZ0vTKBawltjlMkEqG8vJw/+ZM/YfHixfz4xz+mo6OD733vexw/fpzPf/7z5Ofn43a72b59O1NTU9x6661UVlZiNBqpra3lueee49Zbb+WWW25h+/btfOc736G4uJiSkhJ27dqFw+Fg5cqVMi9N7IemqqoUWMLaTk1NZc2aNfT390vBd+jQoRnem3PnztHc3ExGRoZsFnbw4EECgQDt7e28/PLLpKen097ezvj4OAC33XYbdXV13H777QQCAfbt28eTTz7JoUOH3qGQaVsd6PQyN7QeIEB2zI1EIvzud7/j+eefZ2xsjOrqapqbm3G73VJZEi34FUWhrq6OLVu28JOf/ETmu0QiEc6cOcOiRYvYtGkTTqeTp59+moaGBkKhEOFwmPr6eik0ExISyMjI4POf/zw333yzzDv6x3/8R1588UWplExNTUmeNzExQW9vL8nJydL74PP5cDgcMtlafF5VVSU9nF6vl+7ubpKTkzl37pz0sBuNRplf1traSk5ODufOnSMcDlNWVkZ2djbAO0KqNzK0VZdCsQWk51Dkmoo583g8M7am+NGPfiS7IcP03KamplJQUIDRaJTVYaqqMjExgcFgYGRkhIaGBg4dOsTatWvldQU/WrZsGS6XS3phsrKySE1NZcmSJVLObtu2TRZlRKNR8vLyeOihh6itrWVoaIjJyUkWLFiA1+tlwYIFpKWl8ZnPfIb09HTa2trYtm0bTz31FH6/n8HBQZl3JryYQml7/vnnmZqa4uGHH+bjH/+4zF2F61ehFbjiyg8gBf+yZcuw2WwyLllbW/uOhlAGg4EDBw7w61//muTkZL70pS+xZs0a6Q0RDZjEtgVNTU2ySkz0zyguLqazsxNVVRkdHeXkyZMEAgFisZjspOt2u2VTMIfDwbp169i3bx+nTp3C7Xbz8ssvEw6HKS8vZ+HChXLDQDFOodAJa/H8+fMyibChoYG1a9eyefNmGTYRlkFhYSFf/epXqa2txWQy0dfXx4svvsjBgwfZtm0bU1NT/NM//RMVFRXXPbFcK2jnQYQOLRYL99xzD4sXL+YHP/gBe/fu5eWXX6atrY2HH34Yl8vFqVOnsNls0ioG6O3tpaGhgY997GOsWbOGFStWMDQ0xFNPPcXLL78shZ/I1RDMq6ioiLNnz1JUVCSrdrKysgiFQlRWVsoEv9bWVlasWCFbOIjQV25uLvfeey8333wz0WiUv/3bv+XgwYMMDQ3R1dUlNwMUORpJSUnU19eTnJxMamoqd999N3v27JGC026309HRQXFxsXxvdFwcgtcIA2ZycpLvf//79PT00NzcTHl5OV/+8pdxOBz85V/+pbTwvV6vVBaEF+Tee+/lrbfe4sSJE8B02XhtbS1f/OIXWbhwoSzCOHPmDNFolOHhYVwul9yqxmKx4HA4MBqNMlwKsG7dOnbv3k1vby9ut5vW1laKiopka4cTJ07IJNrJyUlZZCE8ghaLhfHxcQoKCiRNnD9/np6eHtLS0hgcHKS9vZ3s7GxisRhDQ0OyirampoaWlhZMJhNlZWUy5KUrPm9DKMJCyRT8SGztMDQ0JJs7ivCRNpe1t7eXxMRE6dldu3YtW7ZsITk5meHhYZqammhpaaGtrY2hoSG6u7tlA8GOjg5UdbrRZSAQkJuAil3mRdWy2EYpNTWVlJQUfD4fRUVF7Nu3j5SUFFRVZcWKFRQVFWE0GnE6nbhcLkZGRvD5fHi9XpYuXUpvby8LFy4kMzNTep1F+xexoa4wDlpbW/m3f/s3JiYmeOyxx3j00UfJy8uTFdMi5+d6xhXv8KxFTk4O+fn5NDc309HRQU1NjYyLC425p6eHn/70p0SjUT7/+c+zZs0aGQoCSEpKkmGFUCjE+fPncbvduN1uBgcHcTqdLFu2jOHhYbmQ+/fvp7i4GECW/sU3/8vMzKS2tpakpCQaGhoYHR3F6XSSl5dHeXm5THgW47RYLPj9fqxWK21tbQwMDBAOh0lJSeHWW2+luLiY5ORkTCbTjIos0UxNuN29Xi9FRUUAvP7665w9e5bf/va3fPWrX5XhkPnO77vF9eJ2vtQ9xfci50D0a/nmN7/Jtm3b+MUvfkFTUxP//M//TFJSEiMjI/J3U1MTVquVxx9/nLS0NJYuXSqbu+Xk5LBixQq2bdsm88b+7u/+jvr6em6//Xba29uprKykoaEBr9crm10mJCQwPDws2xx0dXWRm5vLiRMncDgcjI6OoigKNpuNRx99lLvuukt23b355ps5fPgwgFxnURkkqjS0jQu9Xi+ZmZmkp6czPj5OcXEx586dY8OGDZIRX6rlwY1AQ5e6rzbsJfK7YrEY9957L5/4xCfIysqS+xiJd1ZUc2qVzLS0NG699VZOnjwpr71+/Xrp4hf9gERehgirCWElSptFgqnw7Gj79FitVtrb2zlz5gzr1q0DoKqqiu7ubrq6uojFYvT29s4YVzgcprq6mqGhIdatW8dbb73F1NQUQ0ND9PT0SK/1qlWrOHLkiCxbPnz4MDU1NdJ4TEtLIzExcUa+x3zm973ieqGji91TNJtsbm7mzJkzdHR0yKKIqampGTsUiB5dgn7uu+8+HnjgAdLT03E6ndhsNrkmWVlZ5OXlcfPNN8uk41OnTvHKK6+wZ88e2aFZVF+JqIkISYlKw/i2F+3t7UxNTckohTCexH2dTidms5mUlBQCgYBUiAsLC4lGo7IdTV1dnawoHBkZYWJigrS0NLq6uti/fz8nTpzg/vvv584775S9y0RPtos1Yb3SeLc09J47PM8WFxautrS0NOmO3b9/P3feeef0TS/kLHg8Hp577jlOnTrFJz/5SdavXy8FnXAlxmIx6fJTFIWBgQHa2tpk2V9eXh719fVyG4iJiQlaW1vlXk9Go5H8/HxSUlLkWMXC19XV4XQ6ZfxVbIZ59uxZhoeH2bRpk7T8tBuXOp1OMjMzefbZZ0lOTsbv95ORkcHU1NSMZovw9qakMM1cbTYbdXV15ObmoqoqXq+XN954g0cffVTG+meb03eTDDbXMfHrdq0TDy9FQxc7D8Bms3H33XezaNEifvCDH7B//376+/tl6eb3vvc9SYf19fX83d/9nbSAYLoXxb59+2T+2Ne//nUCgQA7d+7kr/7qr+SWLAB9fX309vaSl5dHOBwmLy9P9mgSiaNC6XI4HASDQSoqKqiqqiIzM1PSz4IFC0hJSWFycpJIJILT6cThcDA8PMzk5CRdXV3S/Z2QkMDY2BgGg4GsrCzZFFNrOAg6m8/8zvXZfM+dax3eTxoS97oYHQmeITxA586dIxAIUFFRwRe/+EXZX0fsjyeOF6HI+AaUYmNT8bmouhHfiy684t33+/0kJyfLMJnwPonwd3Z2NgMDAwCylD0cDlNYWCjDr0uWLOHQoUNy/UVoToxDuyu28DIZDAaampo4ceIE6enpuFwu8vPzOX/+vMzf6Ozs5PDhw4yOjsoth7TN9mab37k+m8/azHVM/Lpdj7woHA7zy1/+kt/97neSr4gEd5fLRWlpKYWFhZSVlRGJRPje974nleC8vDxqampITEyU1YYwc2sli8UiUzKE9+bIkSN4vV48Ho8srBG7BzQ2NrJ+/Xo5Dm0FnsFgwOVyEY1Gqaurk6XuwpAX3uapqSnZK2h0dJRDhw5xzz33yHYb4XCYpUuXcvz4cZKTk4nFYvT09GAwGNi5cyfPPfccubm5fOQjH5GNN8W7pu1IL+ZX0P9scz7ftZnrmPh1my8Nvaew11wXF4mCoVCIRYsW8frrr3Pu3Dna2tooKSmR3hERuliwYAH33XefnGR4u8tvW1sbp06dktaO1+udsR+YwWCQVrxo1CUUIKvVSnp6OjabbUZpns/nw2azsW7dOn7yk5/IvX68Xi+vvfYa99xzD+np6dKlaLVa8Xg8WK1WgsEgvb29/Pd//zeJiYkyQ7+wsJDq6uoZZchaJiU0Ye3GdUJJ7OzsJBAIzMpo5jPf8d9drjLxfmKuMWg/F0xCW3VhMBgoKSnhz//8z3nqqaf42c9+Jl/422+/Xe6oXFdXR0ZGhkwYNplM9Pb2cvDgQUKhkEzMz8nJYfny5fT19bFt2zZ++tOfSmtucHBQJhtaLBZOnz5NWVkZx48f5+TJk9TX19PV1UVOTg49PT3S6vb5fLIEWFjsgjHYbDbcbrcM6U1MTJCZmSmts/T0dAwGA5OTkwAcPnyYRx99FJvNRjgcln065sscLjXf8d+9Fxq6Xix38X4JxaKhoYFYLMby5ctloqeiKLLfjaCzsbGxWe+RkZEh/1ZVlfHxcbl+iqJIOhN9y86cOYPL5aKiooKzZ8/K0KUYk0iGLy0tZffu3RiNRiorK6VC5vP5GBwcpK+vD0D27YnfRNRut7Ns2TJeffVVnE6nbK1QWVlJc3MzPp+PmpoaSktL+c53viOf88CBAwwMDFBYWMiCBQvkc81GVzcyLxLbTIjcmLKyMiorKykrK5MeM9HZurOzU/J6VVXleml3EdAqA6qqytyhSCSC3W6nvLxcKgqqqnLnnXdy9OhR2Wl5586drF+/Xu4Mr60ehOntlGprazl16hQpKSlMTU3hdrulkh8Oh0lKSpJ0rigKd955p/Q++3w+WWQiWi94vV5Zkv/iiy8SCATYvHnzjO73QhnXGg3afLPrjRddlZwf8WJbrVYqKyvlRP/N3/wNn/nMZ9i4cSMjIyM8+eSTeDweFi1aRFNTE2+88QahUAiHw0FBQQGVlZXs2rWL8vJysrKyJPM6e/YskUgEr9dLSkoKTqeTJUuWsH//fpn34/V6URSF+vp6mbwoCFAwltHRUXp7e+nr65PCUVQNpaam0tTURElJiYy3RqNRwuEwPT091NTUsH37dgYHB/noRz/K2NiYVOrg7XwDbc5BIBDg+PHj7Ny5k6NHj0ommJKS8o4eGTrmhhBaqqricrmkK19VVSorK3nwwQdlozexf5GgyWg0yunTpxkeHpaVV2lpaRgMBqxWKwsWLKC4uJg333yTpqYmAoEAZ8+e5Ze//CUPPvggubm5rFixgv3795OQkEBKSooUYCMjI5jNZhYtWkQwGKStrY38/HxaW1t59dVXZd5ZdnY2mzZtory8nJ/85Cf09/dTWlrK3r17ue+++zCZTJw5cwaz2Szd16JyQ8TdhfdUx9zQen5EozmxJYp2+wWbzUZSUhIwTVtut5tQKPSOvYnsdrs0hKLRKFNTU1LREd87nU4pKAwGg9y8WFEUmpqaWLhwIa+//jo33XQTqampMqQgLO4jR45w7733Sq9icnKyVPZFUYeWV4h7x2IxFi1axMmTJ4lGo7S2tkpvdXFxMUNDQ2zYsEGGP0RzTYPBQF5ennx+bXdmnRdNw2QysX79erlmgna0fY4ErxFduEOhEIDspyOUAHE9UcQgmgkKxSESiTA4OCi7LdvtdjZv3kxRURG//vWvGRgYYGBggL179wKwatUqGSWB6TULBoOMj4+TlJTE1NQUsViMrq4u3G43DocDg8Egd0gYGBggFAqxfft2KioqKCgowOFwUFpaysTEhKSLnp4eRkZG2L9/P11dXdxyyy2Mj4/z05/+lImJCWA6zaW+vp68vDxSUlJkwYBQqK83+XZVlB9RGSXi2X/9139Ne3s7W7du5bvf/S7bt28nPT2d5uZmwuEwTz/9NL/5zW9k9YIQVk6nk2AwyBe/+EWZ7BwKhWhoaJCWWmFhIZFIhMWLF8v8IqH4OJ1O0tLSpMdGEIjf78fn8/G73/2O48eP4/f7WbNmDQ6Hg4MHD9LY2Ehvby8nTpzgK1/5CmVlZXLhTCYTxcXF7Nq1i87OTgoKCgiHw7Irr6Io0sMwOTkpw2/Dw8M0NDSwf/9+GhoaZKPF1NRUNm7cKBMgdcyNeDeosJpEro2iKFIhiMWm9zgS7mbBXCYnJ2loaJCbQCYlJcljhbdydHSUxYsXy14cLpeLrq4uvvzlL1NbW0tRUZFUWr1eLxs3biQYDJKTk4OiKJw9exav1yvL2Juamjh+/Dgul0t2FjeZTNTV1ZGens7w8DCHDx8mOzub+vp6UlJSaGtr49ChQzJx32azyRBcYWGhLF3VcXGId7arq4v+/n4yMjIoKip6R25Lbm4u586dA6bzrcbGxmbs5A7IrQi8Xq+s5BTNT4UAq6io4NSpUzJv6P7772fXrl2oqkogEJCbGrtcLpxOJ42NjbIiKxwOk5+fL73AkUhEVhiKsQqlS+sFFZWkYpuf3t5eent7mZiYICsri/Lycrmp5oYNG/jtb38ry50Ff0xJSZnRPuF6ElLvJ4Tikp6eLuUaMIPPi1CY2JIoKytLKh1jY2OyAz0gw+XCI6wNM4ZCIYLBILt27cLr9ZKQkCDzSauqqhgbG+PkyZOcOnWKp556ilOnTjEwMMDatWvJycmRHiSfz0d5eTnHjh3DarUyOTlJT0+PbK8SDodxOp1kZWXR2toqeVdubi4wTecTExNUVFTI/lChUIg9e/awdetWBgYGeP755yUPFU1CYbrlw7Jly/jKV77CypUrZ2yYe73R1BVNeBafaeN+iqKwatUqVq5cyU033cQTTzzBwYMHpRWrqtP73WiTxMTP2NgYdrudrKwsMjMzycjIoLe3F7/fLxO5kpKS5EIuXbpUdlSNxWJy36dQKITT6ZT3C4VCHD16lP379zM5OUlVVRX19fVMTk6yaNEi3nrrLcbHxzlw4AC5ubn80R/9kawUE9U8omRWJMCWlpbOCNlFo1HeeOMNtm7dKnORhBVvMpkoKSmhpKSEFStWsGHDBpkwdqVxOS7Da02cl+OmFOPTfp+QkCA74ArLQrRrB2SMW5tz5fF4GBwclFaXw+EgEAjIrtGiB4xgesJb+JnPfAZFUXjttdfYunUrPp+PqakpLBYLJ06cYM2aNXR0dMgtUFpaWujs7JSVQ0lJSSxYsICVK1dSU1NDeXk5NpuNBx54gH/5l3/B4/Gwbds2/H4/RUVFNDU1MT4+LtvVRyIR+vv7ZRXbXJUU2lCreJ9mCyHGz/V8XdAXw/tBQ+K+c30mhNSpU6dkSXdWVtaMXIlYLCbzFgQ/mk35sVqtuFwuGdoQ5cvivEAggNPplNb32bNnWbp0KXV1dezevRu73S6rcX7wgx8ASM+zSETNzc0lKSlJzqXNZiMjI0OGDhwOh6wqFB4hwW8qKytZunQpjY2NBAIBAoEAIyMjrFq1ShqL9fX1bN++XSbw22w2UlNTZXuOq7mG1zMdXYyGRGhT62ERXv34rTzMZjOZmZmcP3+eWCwme88J5Ufk7A0ODvLmm29SWFhIeXk5FouFwcFBXn31VZ5//nmCwSArV67k3nvvJTs7m0gkwoc//GG54fW5c+fo7Ozk2Wef5eDBg2zYsIG8vDypiIju5MLrKJLgRQNVl8vFPffcQ2NjI2NjYxw/fpzTp0/LYpyamhpeeeUV2R7CYrHw2muv4fV6ZWqJNqwslMJwOMz+/fupqalhyZIl0nsq5ui9VoBdSRp6TwnPszFPrQKkVWbEjsbf+MY32LFjh2z0JM4RyYfhcHjGvkVCYK1cuZLCwkIGBgakkmE2m2XvIJvNJuOyGRkZpKSkUFJSgsPhwG63y+ZmkUiElpYW3njjDVpaWkhMTOSuu+7ioYcekkmCIhF5amqKmpoaxsfHSU9Pl/e02+0zQi0ZGRn09fWRm5sr2+dPTU1x/vz5GY2iBHMqLy+XXWQLCwtl58y55nuuxbzUAl/s3NmOu1aYLw3NBq3FK46NxWJYrVaKi4uprKzEYrHMKMsUig5MJ9ILz6BIphft/AHZXmHZsmUy8XXVqlWkpqZSVlbGokWLuOOOO3juued44YUXCAaD9PT08PLLL8u9ekS/DrEb+OrVq8nJyZG9OcTGu06nk4cffpiOjg6eeuophoaGeOmll3A6nSQnJ7Nx40b6+vqwWCx4vV6GhoawWq1SgdYqOuL3bPMTP6/ad0v7js7mSXo3NHSt6OlSdARvz82pU6dQFIWSkhK53tqqObFvUWJiotxuJh4Wi0XuzQbIUmHRd6eyslIKAqvVSn5+PoODgyxatEjSp9j65ne/+x0HDx5kcHBQzn9ZWRmLFy8mNTVV5g5ZrVays7OpqamRHsakpKQZFV8ivJWamkpubi65ubm0tbXJ5oZDQ0OUlJRIvlhdXU1KSgr19fWkpqaybNkySVfabWNmm+/4eZ9tLeZaq8s57lphPrxI21Q03pgQSo/gMQkJCZSVlTE1NUVubq7MORX3EYUKVquVXbt20dPTQ1ZWFmazmeHhYemhqaqq4tFHH2XFihXSo5Sbm4vNZiMrK4s333yT06dPc/78eRoaGjh16hS5ubmEQiFWrlzJfffdJwtsSktLKS0tZXR0VI7bbDZTW1vLli1bZIJ1b28vMB36FJueCp6wf/9+KioqCIfD0ilRWFgo23OIpsOioWNPT49s+6LtD6RNzr4WNHSx465K2CseQuMTyXl33nknXq+X7du309bWRnp6OkVFRSQmJpKdnY3D4cBqtVJaWkpnZydpaWkkJydz0003cezYMflSh0Ih8vPzZWXZ4sWLufXWW7HZbPj9ftLS0lAURVrvIufj8OHDci+lzZs3c8cdd+B0OsnIyCA7O5u8vDxyc3MpKCiQm7Zpk7rS0tJ4+OGH2bx5M1u3buX8+fM8/PDDMvHR7/djt9v57Gc/S2pqKmlpaWRmZlJSUkJWVpas0BDWmBiX3rTu8pCQkEBiYiIf+9jH+NrXviZ3v453tWor8ET+mRBgbrcbj8cjcysEvdxxxx2sXLlS5gKJF9hkMskctc7OTpqbm0lNTeUv/uIvpIXf1NTE0NAQwWAQr9dLe3s7x44dIykpiZycHCYnJyksLJQ7ZH/yk5/E7XZz6NAhQqEQ0WiU5cuXYzAYuPPOO/nNb35DLBaTuRuiOkTLiLVMRWAuWtI23tOe+/sGIcz7+/vp6+uTazfbcUuWLOHP/uzPWLFihcwji4fJZGLlypWcOHFCdu2enJyUlZsWi4Xq6mpCoRDLli3jzjvvJD09XRp0JpNJbpBstVqpr6/n2WeflZ5HscGxEBiiI/6KFSsoKSmhr6+P6upquau2dvyqOr2h5B133MHOnTsZHByUxRopKSmkpqZiNBrZsGEDJSUl0voXzyk8GXoe2buDCGMpisJnP/tZyStERaDg8wJOp5O6ujo6OztpbGyU731SUhIrV67k05/+NCtWrADezhGyWCyyIqygoEB2gX/ppZcYHx+XxrxwIixatAiPx4Pb7WbhwoVUVVXJqIyqTm+q/eijj/L0009z//33U1lZKaMjOTk5bN68mbNnzzI1NSX734mNyhcuXMjChQtlY0zRyiEYDNLa2kpzc/P7sg6Xg2ui/MDbGrJg2HfffTe3334758+fJzs7m6ysLBITE6U1I5iF0Hxhuguu3++nra0NRVGkNS6UjvLycsnwRC8VkWkvQhoJCQksW7ZMbi1RXl4uyzxLS0vJycmhrKyMUCjE4sWLpfDU9nIwGAxUVlbS29vL/fffT1paGp2dnbJaR+SZZGZm8rnPfW5GSaOwIsR+PdrqMG38V8elIfJ4amtrpTAQFXpinQD5QivKdGXPAw88QHNzMwaDgdraWnms2KFZMKyMjAxpdYk1FJZxZWWlzOtKSEigpKSE5ORkHnroIfx+P+Pj40SjUZxOJ+Pj47jdbkZGRuTO4Hv37sXtdmOz2aRinZycjM1mk5sDms1mmS+SnJwsXebx3WaF0qb1BGl/xHdCwGmP/31OtBcGT2trK+Pj49hsNqqrq99xXCwWo6SkhKKiIhlmFNU38bj77rupqamhs7NThtIURZHnPPjggzz00EM4HA6pWIj+OWKdjUYj1dXVFBcXU1FRwdTUFImJidTX18uQl1iTaDRKfX29VFDjuy/H00BaWhpf+cpXZE6iaPMhwiEJCQlUVVXN2IVd6zkUoWLdELs8iHXVbgsSv5ectvlhLBbjk5/8JPX19Zw+fZr+/n5SUlJYsGABS5YsoaCgQNKv8OyJwploNEpOTg7Z2dlMTU1RXV0tG6eKBq2lpaWya7jw8GVmZkqZYzAYSExMpLS0lG9+85uySavwmpvNZkpLS7njjjtktKO2tpZPf/rTZGVlSa+klj+K0GlpaSnr169/P5djXlAuJwa3YMEC9cc//vG8Qxbx7kFhbWpjhaKBoHbbCyF8RCWFKMHTlglqmblYUBHe0o5F7MkliEfkdIhjxHcws8xTLK5IlNZax+KawmMTDAZxu90yR0BrBcSHJsS4hXWnLXudKzwR/7d2fi/22XzP1f5euXIlR44cuWpc793S0GxzoWXgYn3EGmvXUluCKfpcaDfnE5aVWDfBYETemjaXS3wnruXz+XC73TJWrlUqAFllqH0mcW2xXcu+fftoamrCZDIxMDBAf3+/bGImNsN0OBwsXLiQNWvWYLfbZcK11WolKSmJpKQk2RsmMTFRhnuFsqSdS224R6uIa+f8vdDQhWsfVVV1+eVRx/wxHzoSyaX/+Z//ya9//WtWrVrFd7/7XbmfoHattD1ItPxFe5yWpsRxIswt+IS4lraviThO/Gjz0ERemRgTIGk1npYAqZTFe+uEp0EYeYODg0xOTsrkepPJJHndXAJZu9eill9p5yD+b+2c38i8SPAjeLvaWSg58Ya/dq8wIQvE+ml3ixfvp2gaCMzgKyLBGZCKj6qqsnWLuH44HJ6x9mLc8ffWVvmJd8dgMODxeDCbzVgslhl0J/oBiWcW1xaFJrNtC3K5Ya+ryYuuuudHy3C1oSdt2Z+wNLTxZiGkRHgL3p5goYxoQ0Vih29tojW8rYgIpiCIScu8xHdaAhWbmGpLpMX1xLWFW1qUTGu9A4KABOFpF0fcTxDbbJZ3/P9XY00+KJhrvNrQgBA28RszihcxGAxKz5s2WVTQhjZ5UdCqVsjE51coiiItndTU1BkWlZZ5xTc20wpam81GQUEBZrOZyclJamtrWbZsGTk5ObIC7OWXX5ZeqKysLPr6+mSXYGEcaH+El1NUISmKgsViwWazkZycLJUi8bfT6SQlJYWUlBTZCM1sNksvrNVqlQ30nE7nrOG16xXifRSNTteuXTtrLo/gC+JYbY+V2Z5TCC6R96f13mrXWigugo9plWhxHS0/EbQjxi0UEsHr7HY7gUBgxrY7wDt4TTQaJTMzE5fLNaPdhvadEKFh7f2Eoh6f86Pzorcx13gF/9HyD+1veFupFR5F8b822qGlGyHXxPFaBUMoqtq1Ezk28XQrFN/ZQpqCFgWvEDQhWi8Ij7RWiRNjF/tyinNmG/Ol5u1K4N1e+6ooP7NpYDAzWVX8rZ1UrYaoZUiz5SRocxa0WqXWSoonBG3ylbiHOG82S0f81v6tTdoSwlP7PNp7awWd9vm194t/ttk02PngYlrxuznu/cZcNBQPbQMxbeKumF9hTWmTFuNpMP76WloQx8TTh4BgeIIutMdrO31rmaL2OikpKSxcuJAzZ87wxBNPUFRURGpqKlarVVbtlJWVcfvtt/MHf/AHpKenYzQapUEQCARkrF1suBsKheR+QMI7JdrnT01N4fF45CaaU1NTMokxEAgQiURk6wah1FssFjZt2sSf/umfyr4f4hmuZxqCaev0D//wD9myZQsZGRnz4iVz8YB4q1nwp3ha0tKAoA3t9QS0HgJxnvZ8rZEo1lzLc7Rj014vfvzC2BLvh3hn4p9LXFc7Xp0XzY8Xadcw/nnE//HKbzydaOWg1jMorhG/Llo60Mqy2cahVXy0dBp/nPZ8rSzVjk1cT2tIasc1l9FwvdHQZYW9FEUZBjov6w46PmgoUlXVdbUurtPQDQOdjnS8V+g0pONKYFY6uizlR4cOHTp06NCh44OO388aVx06dOjQoUOHjjmgKz/vAYqipCmKsllRlIxLH61Dhw4dOnTouB5wQyk/iqIkK4ryiqIobyiK8qyiKOZLnwWKonxRUZSdF35OKIryn4qi5AAvASuBHYqiXLXYtI7rC7PQQzCePi5x/r8rinLvtRqvjusTF/jRmxfo5oFZvv/fiqJsnOVzg6IoLyiKskNRlC9ei7HquH4RR0cPK4rSpeFHCy/zOpctHz+ouKGUH+DjwD+pqroZGAC2zOckVVX/Q1XVjaqqbgR2Az8EaoGvq6r6f4HXgKVXZ8g6rjfMQg9rZ6GPWaEoynogW1XVF67JYHVcz1gE7LtAO89exnl5wKSqqreoqvofV2lsOj44kHQEtAK/FvxIVdXTl3GddyUfP6i4Zh2erweoqvrvmn9dwDOKouQBp4HFwH8B/w/4KvAosBd4RFXVboALx2apqnpUXERRlJuZ9v5861o8g47rB/H0oP1fUZT/DZiAdUAy04xkFPgR8LKiKPerqvo7RVGswFYgnWnGdVpV1f937Z9Gx7WEoihfBR4DUhRFWQecASaYSS8Af6Ioyv8B+pkWTg8BXweKFUXZCXwZ+Cem+VUzUAW8OltTNx2/f5iFjnYADyiKchPTlWyfBqLA40zLuDDwEeA3QB+QdeFSp1RV/brm0i5g6Fo8w/uFG83zA4CiKGuAVOBZ4A7gEHA7cExV1T2Ah2lieU4oPhfwJeA/NNdRmGY6YaYJTMeNhRn0MMv/5aqqbgB+BdwKfAo4C/w9sFJRlC8DC4Ae4CagTFd8bgyoqvp94GvAExcs9mHeSS8ARy58Ngncq6rqk0wLr1c1lv1x4G5g34Xf567ls+h4/zALHb0MbFBVdR3TyvRdwL2AUVXVm4B/AJZdOP1/AQXA/UwrRsDb8lFV1QPX5CHeJ9xwyo+iKGnAvwL/AzgGPMJ07s7DgPDo/BvweeA/NeclALeoqrpDfKZO40tMM517rskD6LguEE8Ps9EH8LMLv4cAM7AE+KGqqgPAL4BbgF6mmdFbwPev0fB1XJ+IpxeAgxd+HwPK5jhvLj6m48bDKVVV+y/8fQ6oYNrAOgSgquqLwCsX/u4A+lRV9QAKvEM+/l7jhlJ+LiRw/Rb4C1VVO5m2mG4B3mDaA3TswqF/Bfwd8Nea09fzNiNCUZRvKIryqQv/pjCtZeu4cTCDHmb5H8Ab938LUHrh7+VMu6W3AN9WVXWNqqq/vBoD1fGBQTy9wNtWej3QMcd5x5mmo9eATbzNx3TcePi5oiiLFEUxAA8AJ5lWglYAKIryceDbs504i3z8vcYNpfwAn2WamfzlhXh5CtAFtANDqqp2KoryENPa8N8AtYqiiETmO5i2zgV+CHxSUZS3AAPw+rV5BB3XCeLpIf7/2fBfwC0XaOaPmHZBHwf+9UK1xm8URam7KqPV8UHFekVRdjGdm/G7OY45z3Q+WQfT/Oz4tRmajusQ3wJ+DpwA9ququg14AVAv8J1PAv88x7kz5KOiKI9e/eG+f9A7POvQ8T5CUZTPAx9lOm8sDPyDqqo739dB6dChQ8fvOXTlR4cOHTp06NBxQ+FGC3vp0KFDhw4dOm5w6MqPDh06dOjQoeOGgq786NChQ4cOHTpuKOjKjw4dOnTo0KHjhoKu/OjQoUOHDh06bijoyo8OHTp06NCh44aCrvzo0KFDhw4dOm4o6MqPDh06dOjQoeOGgq786NChQ4cOHTpuKOjKjw4dOnTo0KHjhoKu/OjQoUOHDh06bijoyo8OHTp06NCh44aCrvzo0KFDhw4dOm4oGC/n4OTkZDU7OxtFUS56nKqqKIpCLBYjIWGmfhV/rvhfu7v8pa5/qe/ne8y7OfZyjr+S45zvtcQ8vts57OzsZGRk5PIm5DIwXxqKx7Wey8s57nKvORetv5t34XKO0x4j3tFLjTMhIUGOJ/6ci51/7Nixo5m0VQAAmCZJREFUEVVVXfMZ+7vBjU5HV2MM79dz32i8SLxbV4Jfv9djL+f4DyINwdy86LKUn+zsbH74wx/KG83GCBVFISEhgTfeeIPdu3eTlpZGdna2/O1yuUhNTSUxMRFFUTAYDJIAtIzWYDCgKIokkFgsJq8df7+5/p5tbLN9Ntvf2uMu9tl8z53ruHczNjFPQjjFK5lGo1HOmZhPs9ks5/BiY1u9ejVXE/Olodk+e69zPd9zr+bYZjMGxBqK9TEYDCQkJKAoCuFwWP59qfvO9Vsw2os9z2zXMhgMBINBLBYL0WgUs9n8DsVsruuYTKZOriJudDp6L+O9krzoao7t95UXifcxnhdc7NrX8zpdi7GJz7XyTvC2S41tLl50WcrPfCAE7tmzZ3nzzTdRVRWj0YjRaMRsNmMwGDCZTLhcLgoLC8nMzCQ7O5ucnBwcDgcOh4Pk5GTsdjsWi0U+gNFonPGwNyqi0egMRVAoQtFoFL/fz9TUFCMjI/j9fkZHR+nr66OwsJDbb78do/GKL7eOy4CgX/HyihcZpt8bj8fDxMQEbrcbv99PS0sLZ8+exeFwYDab33Et7d/xjHW2Y7Wfz2Vxao+NxWLSOFm6dCl33nnnrAxKhw4d84PWEIlGo/L90t+piyMSiWCxWCS/BGYY8+8GV1QaikWNxWLcdNNNJCcnMzg4KNyXTE1NEQgE8Pl8jI2NcfbsWenBMJlM2O12kpOTcTgcOJ1OMjMzycvLIzs7m8LCQlwuFzabDZPJhNFoxGQySeIRWvTFCGmu77Sfz9cNeTnnCqEXb8HHn6v9W/s8wisQiUSIRCJEo1FGRkbo7Oykp6eH7u5uhoeHGR0dxe12MzU1RTQaJS0tjaysLJKTkz8wSuNs8341GcNc1463KrQhoNmsmotBVVXC4TCRSIRYLEYoFGJoaIiuri66u7vp7u5mfHwcj8fD+Pg4Pp+PhIQE0tPTcTgcAFgslhn3ix/ffJ7tcuZWa2kBBAKBDxSTvhp0NJsHTfu59u/4Y7WfXy4dXYq/xV97rrFpMV+audTYfp9xJeYifk0CgQA//elPWbJkCcuXL8dkMhGNRi/72pc7ttloaC5a0o73YjJTK8/mE0aPP/9iYxYGfTQaJRKJEA6HCYVC9PT04HA4qKqqwmAwzHm/+eCKKD/xLieDwcDSpUtZunQpgBTeHo+H/v5+ent7GRkZYXh4mJGRESYmJhgbG2NsbIz+/n66u7tnhMLEYhiNRpKTk8nOziY/P5/8/HwZRsvIyCAnJwen04nVapWhH2CGdi2UCXE97WfaBbyUOy/eC6VldqqqYjAYpGYqFDzxI0J6oVAIo9FIJBLBaDSSkJCA1+tlbGyMwcFBRkZGGBkZoa+vT/4Ir05iYiIul4uMjAxSU1MpLy9n06ZN5OfnU1JSQkpKipw7bRhltme7HjBfN+h8z53vPbW/gRkuVQGj0TjDQyNeuoSEBEKhEImJiUSjUWnNud1uRkdHGR4eZnh4mLGxMTo6OhgYGJCKjtPpJDU1ldzcXKncFxQUkJOTQ2ZmJpmZmcRisXcoPdoQpzYEfDku5Phnn8+5go4udsz1gKtJR8LosNvt0jMdiUQwGAwEAgESExNn8ISEhATC4bCkGZPJJPmM+Gw+YxPvbzgclvwVIBwOy+/FdbQeBZhJL8JbrM3h0j73lZy3q/3uXk1cyefRhq9jsRhPPPEETzzxBIFAgGXLlr3jnEvd492OLZ6GjEYj4XAYVVWlV0WMV/A6k8lEJBKZoeAIWhMRCC0vEnSnvYY2OiH+h7cjRAaDgWg0KiMWAwMDM+Red3c3nZ2dTE5OEo1GycjI4O6776aiokLS+LuloasWB9EOSBCA1WolMzOTxYsXS4UoGo0SDAZxu90EAgEmJyfp7++np6eH/v5++vr6pMcoGAwyOTnJ0NAQp0+flvdKTEzE4XBgtVpJTEzEbrdTWFhIeXk5hYWF5OXlYbFYsFqt2O12zGYzSUlJhEIhVFWVOQ0mk2lGLDHecpsPotEoFotFEpm4nljgsbExxsfHiUajJCQkSIHY29tLV1cXXq9XClKDwUBycjI5OTmUlpayYcMGcnNzSU1NJSkpCZvNht1uJykpSSpWwIywSvxazNfafD/xbi3VK/E8WgEvXmK/3y89jX6/n+HhYSKRCGazmampKbl258+fZ3h4WDIVVVWxWq0YDAbS09MBqK2tZfHixRQUFFBSUkJycjIpKSlYrVYCgcA7mIX22QRNhkIhkpKSpHJ9sbWN/+zdKj9zzfP1SkNw5enI7/fz4x//mI0bN7Ju3TppmZrNZslDhNETCAQYGBigra0Nr9dLWloatbW1uFyuGYrPpcYWi8UwmUz4fD6i0ShDQ0OcOHECj8fDggULSE9PJysrC4PBIJUvrXIev+ZC8QoEAni9XhITE0lOTr5q83Yx+vgg0NF7mQsx38Kz8+STT/L000+zbt06Hn74YQwGA5FI5JJFQe91bLPR0LFjxwgGg1RVVckIQUJCAklJSdIYny08L7zYZrNZKjyKokgjAJCfCT42NTWF3+8nEokwPj7O4OAgfX199PT0SEeI3++XMtFoNOJ0OikoKGDVqlV8/OMfx+VySZnncDjk+OINssvBNUsC0SYtA1L7FBaR0+mUxBKvXXq9XsbHxxkdHWV0dJTJyUkGBgbo6+tjaGiI4eFhBgcH5TkAx44dm7EAGRkZpKenk5aWRkZGBvn5+VLAGI1GotGo/B3PnBRFmdUzFO+6EwqLIIRgMEhmZiaRSITR0VGamppobm5mYmKCYDBIbm4uZWVlZGZmkpOTQ1VVFQUFBWRkZEivjsVikcnK4v6CSLRuzNk8ZTouD2IexXqLNQ6FQpw6dYojR47Q0NBAQ0ODpFuLxUJ6ejoFBQWUlpayfPlysrKyyMzMxGAwsG/fPhobGxkaGqK8vFzmwymKwvDwMIqicMcdd0gvTygUwmQySbdyMBjE4/EwNTXF2bNnSUxMpLKyErvd/n5P1w2HcDjMqVOn+PCHPyzpw2QyEQgEZCh+YGCAt956i+PHj3P69GnGxsYwm83YbDb+9m//lrS0tDkV3NlgMBgIh8McO3aMp59+moGBAaqrqwmHw5w/f56ysjIpsNavX092dra0prWeb+Fl7uvr48CBAzQ2NmIymfjIRz7yDuVHx5WB1rvxzDPP8MQTT1BeXs5XvvIViouLZ3iTr6byNxsN1dbWEgqFOHr0KEuWLJHe6zVr1pCXl/eOaIkWQvEQsjIWi2E0GhkfH2diYoKBgQH6+/vp6upiaGiI0dFRBgYGGB8fByAlJYXc3Fzy8/Oprq4mKyuLnJwcsrKyyMjIwOl0kpiYKN8RbZhYKGRCXr8XXBPlJ96tqg09xYcYtJVMQkFKSUkhJSWF4uJi+eBCMACMjIzw9a9/nfb2dgBqampwOBwoiiLDD5OTk4yMjEitFpCJ2JFIRAoc4B1Kmhiz9n9BFPEKkVaJUlWViooK8vLyOHfuHD09PdIjpKoq3/72t1m/fj3RaBSbzSbdkkIpFNcOBAIYDAbpUtSOURChmF9hSegK0OVBa6n5fD56e3vp7Oxk//797N27F7fbTTQapaCggLq6Om699VbWr1+PzWbDbDZLQSgqolRVZe/evbKaxOfzoaoqzc3NWK1Wdu3aRVFRERUVFRQVFbFu3TpGR0c5efKkDIft2bOHhoYG+vv7aWhowOPx8Id/+Ifccsst8h3Qce3gdruJRCKkp6fPcO8bDAZ8Ph87d+7kpZde4vTp0/h8Psxms7RS7XY7Ho9HGmTzFXiCz+3evZvdu3fjdrsJhUJ0dnZit9vZsWMHeXl5VFZW4vf7eeihh2QuZCwWw2w2Sy/lK6+8wr/+67/S1dWF2+1m5cqVfP3rX78GM3djQiidb7zxBv/5n/9JYWEhf/EXf0FZWRl+v18a2NoUjauB2WhI8DiHw8HevXvJz89nwYIFeDweHnnkEenpDoVC+P1+3G43Ho9H/i+KaTo7O+nu7qa/v196mJKSkrDb7aSkpFBYWMjy5cspLCwkKyuL1NRUrFarlFHavF1tIY/I9RF0DDM9O+813wfeg/LzblxzQiiI/IH42Hc8AQjFSFsCLJKjVVUlMTERg8HAiRMnKCoqoqOjA7PZzC233MLatWvJysri8OHDvPnmmxw4cACHw8Ho6Ki0lFwul9Q6ly9fLl1rWlekVijOlrSsfU7tMwjrKy8vj4GBAf7hH/6B7u5ueb7wRAnGGIlEAKQg1V5X5CZpFR3xwmi9W+K+Yq4vx5p4P9zOc93zYkmdWmV0ttDOXIl0wgKb7ftIJILX62VwcJCDBw+yb98+Ojs7mZiYwGg0kpeXx2233cbq1aspLi4mPz8fg8EgBYs29qxVRIeGhpiamiIWi+FyuSgpKcHlcnHu3DnS0tLo7+/H6/Vy//3309LSwokTJ/je977HokWLCIfDnDx5kpGREWlhaUvOLzZ/l5rfq4X3K3TxXsIE4vP5JIT29PSQnp4urVIR5nK73TzzzDM8/fTT9Pb2kpqayrp166QVDZCUlITf758zSXS2+8HbIezx8XHGx8cxm81kZWVRVFTE2bNnsVgstLS00NPTg8lkkq0RAOmFVlWVt956i5/+9Kc0NDTIdyA1NRWTyXTF5vdK4XriRXMdd7FEcsGrY7EY+/fv5/HHHycjI4M/+7M/o6SkhGAwOIPPzybcL3aP2ZLmZ8szFWOIxWKEw2GGh4cZHx/HZDKRlpaGy+WiqakJk8nE+fPnaWxsZNGiRXR1dREMBgmHw9Lo8/l8uN1uea/k5GRyc3MpKSmhurqavLw8UlJSZFgqLS0Nq9X6jhSM+FJ18fzCeIzPi9XOQ/z/F5Nx81nPy1Z+tIOY73Hxnh3gHcJaKEHakI7Iw5lrEoSwiUaj9PT0yIoot9tNUVERXq+X3bt3c/bsWUKhEGlpaeTm5pKWlsbQ0BDt7e14PB5GRkZwOBxs2LCBzMxM6dbTutnE2LRj1Fp/s/XbiUQiDA8P84//+I+cPXuW1NRUxsfHUVWV2tpaGfYQ14uf1/gF1j671nKMT1y83PWabZ2uJuY7JqGEihCilmEkJCTg9/sJBAJ0d3dTWFhISkrKO2LA8S+aNnQ4PDzM2bNnOXnyJIcOHaKtrY1IJEJKSgrLly9nyZIl1NfXU1NTI5VtbZKeoAftGgoFKxqN0t3dDYDD4eBTn/oUpaWltLa2UlFRAUB7ezvLly8nHA4zMjLC9u3bGR0d5YUXXpgxR8KKWrZsGatWrZJC7WIv/ruhg/dy7rWmIXGvK/VMQrkUHhvBfwQzNhqNtLe3U1RUhM1mk3QQDoc5evQoP//5z5mYmMBut/OpT32KLVu2kJubO0NQafMA44sghCKtza8Q1/f7/YyMjGAwGLBardTU1GAwGCgsLMRgMHDkyBHq6upYvHgxwWBwhnc4ISGBlpYWnnvuOQ4cOCB5hdPpJD8/n56eHkpLS9/1vL2XOZ/rPO3vq433Is+0+ZzC2282mwmFQlgsFo4dO8Z3v/tdrFYr3/jGN6iqqpoh27SyQlxfe4/ZEoW9Xi+jo6P4fD5GRkYYHBzEarWSkpJCKBTC6/XKMLnH45E/U1NTnDp1SqaFHDx4ELPZLNvPJCUlkZqais1mIxqNylxEwXucTid+v5+amhoKCgokLxbOiPi5Ec8Sn9t2MYUlPodRK++154j/5/KWzZeGLkv5mY2Y53PcbN9rNVVVVQkEAkxMTBCLxWTysqimEIQQPyni5U5KSqK3txeYTrZKSkqiu7ub1tZWmpqamJiYIDs7m5qaGlavXk0sFiM1NZU9e/YwODjI0NCQtPxdLheTk5NSgHk8HplEHQ6H8fl8+Hw+CgoKZKPGeOtNEITH4+HZZ5/l3LlzGAwGbrrpJt566y08Hg9Op3NGFdZcVsSl5nW2hZ7PtS62NlcT86UhITTMZjMTExM8/vjjjI6OUlBQQF9fHwCTk5PEYjHcbjcOh4PVq1dTV1dHeno6TqeTtLQ07Ha7rDSMxWKMjIzQ2NjIrl27aG1tld4dl8vFfffdx0033URFRYVUgr1eL21tbdjtdrKzs2XFjtYdq31phcD0er309vZiMBhITU2ltLSUmpoa1q1bJxNNfT4fdrsdm83G4cOHCQQCMhSbkZFBaWkptbW1VFdXs3TpUnJzc7HZbASDwXm7fec73/HfXc80NNs95suL5vrfaDTi9/sxm8243W5isRhOp5NIJEIoFMLpdNLc3CwVDqGQ+3w+XnvtNUmLBQUF3HvvvbhcLsk/RN6Pz+fDYrFQUlIi+ZcQHEKZFgq0sNbNZjNDQ0MyxO9yuVixYgVVVVWEw2FMJhPr1q3D4XCQl5dHYmKitPYTEhIYHh7m+eefZ+fOnVitVmw2G0NDQ6SlpZGTkzPvFga/j3T0XmhIG6YRISJAGkQnTpzg29/+NoFAgI997GOUl5djNpulQS/knvg7GAwyNTVFJBLB5/NJJaevr0/+7u/vZ3JyUnplwuEwwWBQhpdEGElEE5KTk0lLS6OsrEwm4AvZ9ZWvfIUFCxYQiUSw2+309fVhtVrJz8+XeWlar6C2z45Q3oA5w1Iw/47wl0t78z3vUse8b13vhHIxOjrKgQMH2L17Nx0dHRgMBnJzc9m4cSO33XabzN2BmWXG2hCU3++f8b3dbmdycpIzZ84wNDRELBZjzZo15Ofnc+utt0qGs3TpUkZGRujo6CAQCMgkwtHRUc6dO4fP52N8fJzNmzeTlpbGtm3b5GfFxcXcddddFBQUSG1ZCEAhkBsaGti+fTtVVVUy1imI1uPxkJOTA7ztoZivFfL7Dq22H4vFOH78ONu3b5cMZPXq1TidTsxmM2lpaUxOTrJ7926efvppnnjiCSwWy4zeULFYjP7+ftxuN93d3QSDQRITE6mvr2fZsmUsWLCA8vJy2Q9JNNdUVZXe3l6+973voSgKGzduZMOGDWRkZMjQhxijNrlR5A0JxV0wSNFKXyT3i7CDz+djYGCA9PR0YrEYCxcu5CMf+QgbNmzA5XLJPCJhBIh7XG5oU8fsEAKpvb2dHTt20NjYSEZGBps3b8bv9/Pqq6+Snp5Oc3Mza9asmaEAh0IhOjo6pNKbnp6OqqocOHCAPXv20N7ejsFgoKKigsOHD+N0OvniF79IWlrajE73RqORxMREgsGgzPmLRqOEQiFGRkaYnJzEbrezcuVKsrOzsVqtOJ1OAFasWDGj6AGQbTP279/Pa6+9htvtpqqqiqysLLZt2yZzCzMzM3UaukzEp2GIiuVgMEhDQwORSISf/OQn9PX1YbPZePnllxkeHqa+vp68vDwikQgTExP09fXJtiZut1u2fPF6vdIRoM0Pi0QiJCUlsWDBAoqLi8nKyiIrK4u8vDzq6uqwWCwkJiYCbyclCzl5/PhxXn/9daxWKytWrKC2tpaCggKsVivBYJDi4mL5LFojPhwOS34o5Gw0GsVqtc7I3f0g4n1TfhISEjh37hy//OUv2bNnD8FgUE5+Z2cnR44cweFwcNtttwHIcnhRtaAoiixf9/v9hMNh6WITGuqxY8dwu93YbDbS09OprKwkMTERi8WCwWDA4XCQkZFBTU0NHo8Hg8HA4cOHOX36NMPDw+zfvx+n00lKSgpNTU0cOnQIv9+PzWajrq4Oo9HIwoULqa+vl30/hFV+/vx5fvjDH9Le3s7Xv/516uvr+Yd/+AdpwbndbjIzMwF0QTYLhEBqaGjgV7/6FU6nky9/+cssXLgQQFpNg4OD7N27l7feegu3242qqng8HlpaWmhtbZVzarPZKCwsZP369axfv57a2loAfD4fQ0NDvPbaa3g8HgoKCli2bJlMah0eHqa9vZ2RkREaGhrw+XwUFxfjcDhIT0/HbDZjtVpxuVwzhKKqqmRlZcmWCl1dXfz2t78lKyuLsrIy2X7B7/dLz6SgiY0bN7J8+XKys7NnJOcLJUtXkq8sVFVl9+7dPPHEEzQ0NEgF8+TJk9hsNpqbm1FVFbvdLosSRNNWwZOEEDh//jxf+MIXGBwclC0PbrvtNk6cOMHp0///9t48PKrrSvf+ndJUpak0S6V5lpCQxCQJEDPY2OABHNsZ7DiJnaTjJH270xm+7ntzv763h6/nTjqdTnecdhIPsY1HMMaAwYgZARIgIYFmIaF5KE1Vqkml8/0h7e2jsphssLGp93n0qIZzTu2z9zprr73Wu9Y+j6+vr6zLlZKSwuTkJDExMURGRmI0GgkPD58VWhcLxP7+fsmhePfdd4mIiGDevHmkp6fLsBwgSc4Wi4XKykr279+Pw+Fgy5YtuFwuLl26xOTkJIODg/j6+hIREfFpdv1nEsKgEF6e1tZW3nnnHU6dOkVvby9BQUEMDw9Lj3NDQwOXLl1i27ZtcuHtdDrl9YKCgggPD5fz1vj4OL6+voSEhLB8+XJ8fHzYtWuXLJJaXFzME088IRdRogBgd3e31AuxsbHSc6koCiMjIwwODkqjZf/+/URERJCZmUlmZqaMQog5VLRjcnKS5uZm6YESGcwLFy4kNjb2quGn2x03vcLztSAm+gsXLvDv//7v1NTUEBAQwKJFi1iyZAk6nY6Ojg4uXLggXWr19fUcPHiQuro6rFYrDoeD4OBgEhMTycvLY2RkRFrIUVFRmM1mWctiamoKk8kkV1/avZK0YSej0ShJXS0tLdTV1dHV1YXL5WLnzp1ypWQwGLBYLFRVVdHd3c2lS5cIDg6WhpW/vz8XL17k4MGDnDt3jpycHDZs2CDruAihF0J2I5kfNwu388SpjSMPDw/zzDPPcPHiRR555BHJvRGx8KGhIZ5//nnefvttWWxQp9PJEJfo39zcXP7sz/4Mk8lEWFgYnZ2dnDx5kjNnztDY2Eh3d7ckk4eFhbFp0yYeffRRjEYjZrOZ2NhYent7ZTjrwoULXL58WRKRjUYjJSUllJSUyBpMAwMDhISESJd2eXk5ExMTBAcHc/fdd1NWVkZmZqb8fmBgAB8fH3JycggJCZGhFZFGKhSfKIZ5vS7lWzlOtzOuxDPwJLyrqkpjYyP//d//TX19Pf7+/ixZsoTExETOnTtHc3Oz1Bk6nU6mkh8+fJgXXngBHx8fenp6gOkFnUjt1ev1xMbGUlhYyKpVq/jtb38rvUPnz58nPj6eN954QxLiw8LCyM3NpaysjPnz58uMGLHiFjWlmpqaOH/+vCwku3XrVnJycqQB5OPjg9VqpaKigr1791JdXU16ejpPPvkkJ0+eZN++ffj6+uJwOGRdM20/aRM9PD/T4mYt1m5nObpauEWEKn19famsrGTbtm1StrQLeTHH2Gw2/Pz8iI+PJzY2loqKCnn+Qw89xNq1azlw4ACHDx+WVfwdDgf9/f0UFxcTHx9PV1cXVquV7u5uxsfHCQ4OlhlZPT09HDx4EIfDwcjICMuWLWPlypUYDAZgepHn6+srC67W1NSg1+tZsGABmzdvpqioCJiuQD04OEhrayuNjY20tLTIOmYiYzUmJoYvfOELbNmyhaSkpA95fz4ruuimV3ieC+IBEhNSZ2cnv/nNb6ipqcHPz4/NmzfzjW98g+jo6Y1Xx8fHaWtrIyEhgaamJp555hkqKytxOByz4otnz55l//79BAQEYLfbAYiIiJBFBEWILDw8XLojx8bGmJiYkBZvQUEBISEhBAQEYLFYCA4Olu5kMbE5HA62bt1KSkoK4+PjVFRUcOzYMS5duoTFYmHlypVkZ2dLwuKFCxd44403CAsLY8uWLZhMJiwWi1Sinv2hjZverD6/0nHXSwb7pKFtp+gb4RpWFIWVK1fO4oi5XC727t3Lrl27ZLFK4ZZVFIWUlBRWrVpFREQEaWlpFBUVYbVaOXToENu2baOhoUEWFdRWPx0aGuLUqVPExsaybt06nE6nLEPgdrt57733ZNFNbbXUnp4empqaePDBB0lISJBVnsVq/ezZs0xMTODj48OlS5dobm7miSeeICkpieTkZPr7+7l8+bLklVgsFs6cOSPJk6I2hjCEBH/gSuN7o31+I8fdrjIEV74n7edaErPZbObVV1+lsbERHx8ftmzZwlNPPSWzqP75n/+Zurq6WbIJ0xyI/v5+XC7XLPJqeHg4y5cvZ926dSxdupSQkBDGx8d5+eWX5Yq6o6ODffv2MTg4iMVikZNmVVUVbW1tFBUVcf/99xMXFyeNjOzsbOrq6qitrZVy29jYSENDA08++SRlZWXAdFXeoaEhdu3aRUVFBVNTU3zxi18kNzdXEvrFpKstZKetYg7M0p+iz7Q6yzP79fMkR57tFDpbjLOWryoMD0BWTRZ8GMEF0hbv+/KXv0xoaChVVVVyIRwUFERtbS1vvfUWo6OjwAcyKgjMhYWFMjze39/PgQMH+MIXviC3hZqcnJQlFgoKCuR5gYGBUmfOmzePyspKqqqqZBvr6+upr6/na1/7GkuXLqW+vp5Dhw6xd+9eBgcHZYaX9tmxWCy8/vrrMkNaLMg+a7ropoe9rtYIRZmuWfPOO+9QWVkJQGFhIU899RTR0dFywMPCwli0aBFOp5OdO3dSWVkpH/jQ0FAKCwtJSUkhICCAzs5OaUQJ4ygwMBCXy8XY2BgALS0tTE5OcvbsWZxOp5ws4+LiWL58OatXr2bevHlyS4GgoCDGxsZk6t2KFSvIzs5mzZo1+Pj4kJ2djaIolJeXYzabqa2txWg0UlxcTHNzM2+99RZDQ0M89thjcjNIoWSEohNkR+GWvJFaD9crYNc67nZTOloIY8bpdOLv7y/5MoAcy7feegur1QpM30twcDDp6encfffdrF69mtjYWFlCYHJykqNHj/LMM89w+fJlfHx8yMvLY/Xq1SQnJ1NXV8fBgwfp7Oykt7eXuro61qxZg16vl+E0UYE8LS2N+Ph4GhoaMJvNjIyMcObMGUZGRli8eLEs1mU0Gtm0aRN+fn50dHTQ3t5OR0cHPT097Nmzh/HxcX784x+TkJBAQ0MDycnJ1NbW8sorr7Bjxw55X6GhoSQkJHDPPfewdu1aeV+e43ejyuZ6zvssy5Bom7+/P3a7XRaRFJlVqqpSW1srV+Emk4kHH3yQ0NBQ/Pz8yM/Pp7CwkMbGRnm8KDi6du1aAgICuHjxokycCAgIoKysjG9+85tkZWXJ7B9Po0t4dTZv3gxAdXU1ly9fxmq1cvToUS5fvkxmZqYsPBceHs78+fPJz8+nt7cXq9UqDeUzZ84wMTGBXq9nyZIl1NTUUFtby7Fjx3A6nTzyyCMkJyfT1dXFxMTEh0j6wvB3Op2S5Oq54abwcmgXanMVavy8ypHINBV9YzabaW9vp66ujsOHD9Pe3i4NQ1VViYiIoKioSC6efvnLXzIyMoLT6aSvr4+wsLBZMnHs2DGpx9LT0xkdHZXE5vHxcYKCgsjPz6e+vh6z2UxDQwNhYWE88MADMgnn2LFjNDU14XK5WLNmDWVlZTKkKbbTycnJISsrS3LIhAydPXsWs9nME088QWVlJU1NTTKiUVBQQGlpKVFRUZw/f56TJ08yMDBAZ2cnjY2NZGVlER4e/pnURZ8I50en00m2eEdHB0eOHJGZPMuWLSMiIoLJyUmZqSBqpwwPD3PhwgXsdrvk8jz66KNs2rSJ5ORkXC4Xw8PD7Ny5kzfeeIP+/n76+vqIioqSeywpisLw8DBJSUkUFBQQFxdHa2srZ8+epaenh+3bt1NTU8PmzZspLCzE398fs9lMYmIi58+fZ2RkhOLiYoqLi9Hr9UxOTrJ48WJOnz7NmTNn5FYbAQEBGI1G3nzzTdra2li2bBnFxcWEhYXJ0IbWAOrs7GTv3r2UlpbK8Afc3krgk4KYJEZHR7FarYSHh0sPXGdnJzt27ODEiRP09vbK9PPS0lI2bdrEokWLCA8PB6b7UpCFh4eHOXz4sNw3LiMjg69+9ausX78eVVWZP3++3Gh0ZGSEvr4+LBYLUVFR9Pf3A8jQ6de//nUyMzO5fPkylZWVPP/889LY7urqorS0FKfTSXR0tNyHTq/X09HRweHDh9m5cyfDw8NUVlZSU1MjV08iW2dsbAyr1SonpN7eXtra2uju7sZkMhEXF+ctcHgdEBOz2AtPZE+JsOrExAQXLlyQxq0gyAOMjY1RXl5OZWWlNDTdbjc2m42pqSkSEhJ46KGHaGhooLW1VZat8Pf3lzKpKNMkVbvdTlRUlHz2ExIS2Lp1K+vWrSMyMpL29nb27t3LK6+8Ije3raurk5k6o6Oj5Obmym1N/Pz8MBgMsm5Lc3Mz//qv/0p8fDx9fX0MDAwwMjKCn58fZ8+epa6uTlbXFUYcwNtvv01nZycbN24kJSUFX19fWa1aeCrEfYjaUsIwula5hc8LxL2PjIxQU1PDuXPnqKuro62tDavVKo1DodsDAgJ4/PHHefTRR/Hz86OpqUl60EQmlzaLSlVV6urqSEtL40//9E8pKipi+/btvP322zgcDgYHBwkLC2PBggUUFRXR2trK6OgojY2NdHZ2kpeXx4ULFzCbzUxMTJCWlkZ+fr7ktU5OTkp9uGDBAqKiooiLi8PlcnH+/HleeOEFzp49S0dHB3/4wx9kQWCj0UhGRgY//vGPKSgowGAw8PbbbzM0NMTw8DAOh4OLFy9y3333fWZl4BMxfoRguFwu2tvbMZvNuFwujEYjeXl58kHTbtyn0+mw2+309fVJVnlSUhIbNmwgLS0NVVUJDQ3F19eX1NRUGWcVBo8gkZnNZiIiIrj33ntZunQpy5YtY2xsjNOnT/Nv//ZvdHV10dLSwoEDB6QCGxoa4vLly9Lg0uv18reEhW80Glm2bBlvv/02NTU1MmV59+7dMky2ePFiTp06xbFjxygvL6e6ulquuLq6uvjhD3/Ifffdx89//nPJD/ECKQMDAwMyzbi8vJxjx45x8uRJ7Hb7rI1Ely1bxt/8zd9gMBhmuUG1rvmBgQFaW1tlH+fk5LB06VKp1AEZOhWGem1tLSkpKYSEhMj09MLCQoqKioiOjsZkMmG1WgkJCZGyIyaflJQUCgoKZEq0wWAgNTUVmA7rvvXWW/j4+HD06FEKCgq4//776evrIyMjQ8rf4OAgVVVVmM1m7HY7HR0d7Ny5k+LiYoxG4yfOFfusQfSNJxFdZPtNTEzQ2toquThhYWHYbDaOHDnCjh07CAoKIj4+XpKEdTqdrAMk0syFRwDA6XRisVikHDqdTgwGA42NjaSnp3P69GlsNhuLFy8mLCyMlJQUpqamyMvLA+DUqVM0NDQwOjrKmTNnMJvN+Pj4MDQ0RGdnJyMjI5JcHxQURExMDBMTEzgcDs6ePUtDQ4MMa6WkpPDggw+SlpaGv78/w8PD7NmzZ5aOKS8v59ChQ7z00ksEBATIbXWSk5OJioqSf4GBgej1evLy8oiMjJTP351ggCuKgsVi4Re/+AXl5eUyrBUWFkZcXBxDQ0NSfoSnT2TjidpRguQsIh/aTFERgfjqV7/KPffcg6qq5Obm8tZbb6Gq0/tiCT7jmjVrqK2tlV7CEydOYDAY6O3t5cSJEzgcDjIzM0lPTycoKAhFUQgMDGRiYoKVK1fKOVZbaHdgYICuri76+/upr69HURTp1Vu4cCHz5s0jNDQUVVXJzs7GbrdLo7ehoWFWKPCzhk+swrPo+IGBASYmJuTAC4NCZHGJczw3CBWkQMEw9/H5YCflmJgYucOxokwz2zMyMkhOTsZms6Gqqkw1F3WEFixYwJo1a+jo6ODs2bOytoewarWEWZGBIbbG6OzslIRrmF5ZVldXU1dXx8DAAOHh4bz77rv89re/paOjg6GhoVlVowVxFWBgYEDyST5qvPRGcbu4na/0m4J83Nvbi9vtpquri5///OdYLBaCgoJISkqSnBotgVUYLdoUcyFnwpMoVrKDg4McOXKE3t5empqaaGtro7OzE4CAgAAyMjJwuVxSUel0OqKiopicnKSlpYXw8HCmpqbo6upi+fLlvPPOOxgMBqKiohgcHCQzM1PKdUhIiKzhk5ubS1VVFdnZ2bS3t9PT08Phw4fZvHmzzAASyvTy5cvs3buXd999l/r6ehwOBw0NDTidzg/Jy430783A7SJD1/pd0U979+7F19eXmpoaLBYLCxcuxG6309LSImWourqav/7rv8bPz49HHnmE0tJS9u/fLz3VotItfGBQiU2FhVExMDAgs3aELIrwufAA+Pj4yCKrgJzIRDafSPLo6ekhPz+fhQsX8pWvfEVmFAYHB+Pr68vx48d5//332b17N06nUy4AfXx8SEhIID4+ntHRUVpbWzl37hzt7e2zUpmFHn388ce555576O3tpa+vj8uXL9Pa2sqhQ4fkZpgOh4PIyEjy8/NZuXIl8+bNw2g0YjQaP+TJuFII5Hpl5nbSRWLrobS0NM6cOUNSUhLFxcXExMSwbds2+vr6ZChUQMs9NBgMs0Kf4+Pj+Pv7z9qXqqioiLKyMjk/CM+M0F9jY2Oo6vT+lPn5+TIxp7a2lo6ODilfCxculOVTBCdQ6+0UXC8x/jqdjvj4eBYvXsyePXsApPdvbGyMvr4+Dh06hM1m48KFC9TU1NDS0kJISAixsbFkZWVJWf8s6qKPXeH5Sj9yNQKT4NzY7fZZlrMwMIQnKCgoSKbmCc+RIJ8CctUeHBwss6fEKiczM5OwsDBp6WpTy0UFy9zcXPz8/Kirq5M8j+zsbLnxqNvtllwj8YBPTk5iMpnIyspi165dJCQkSMtZrCwF4VBLEBRbEwhLWew8HxISIj0DV1ISH5UMdqVjPH/jasrpVuBaMiQM27NnzwLTIQij0ciaNdO1n3Jzc/mrv/orBgcHpRdNVKr1XJGKBz44OFjKldvt5tixY5w4cULyQHx8pnfFnjdvHmVlZaxZs4a4uDjq6+uJiYmhubmZnp4edDodSUlJkq8VHByMwWDAYDDgdrvp7u5m5cqVwAe8LsEzEePs6+srPZSCmCj4HX5+flLWRNp9S0uL3B1cFELTGtDX6t8rfXa95851jOe4fdIyJH7ranIkdEpnZycvvPACXV1dsqClWCxpQxdjY2MsW7aMLVu2yBIFg4ODs+qsWK1WaeyIlbVY2U9NTcnsLXFNkcG3d+9eOSmWl5cTFhbG888/L3WYqEclJp+YmBgef/xx1q1bJzleQuaEnhSr/vDwcKmvhMF9+PBhaVABs0JU4vlIT09nxYoVLFy4kPz8fPLz8+V9iP8AXV1dNDU1cfnyZRoaGvinf/onhoaGZH2s4uJiFixYIEs7aInQnrVqRCr+lcbtdtNF4j5E5CA1NZWxsTF+9rOf0dDQQFRUFCtWrODtt9+W54yMjEgZCQwMnEUmHx8fx2g0ykWVgPZ9SEjIrLDjyMgIer2erKwsioqKaGxspL29nerqamJjY2XIvaysjKSkJIKDg2cR1oUBJOZW7ZY8IqweFhZGb2+vnJudTqc0/IVeio6OZtOmTSxYsIDi4mKSk5MloVpbhPhq/Xulz65nbK50jOe4Xa8Mfayw19UMH0+IDoqNjZUZKzabjffee4+ysjIZJ9dmE+j1elJTU2Xtjb6+Ppn9IhSFCH/BBxumBgQEMD4+TnFxMYODg7S1tXHx4kX6+vpm7TmydOlSLl26hMlkoqenh8jISFJSUjAYDFRXV8vd2Ht7ezl//jypqakEBQXR0tLCrl27WLFiBS0tLQQFBcnJTSgZoaxMJhMlJSXcddddHDlyhN/97ndydfTXf/3XpKenS16QpwBdaQV1rT6/Ua/cp4kryYqvry933303ExMTLFq0iA0bNpCdnS1Jh7GxscC0Uu/u7ub111/n6aeflmMhvIdCRsTWJv39/XLS0uv1hIeHEx0dzYIFC1i6dKncvkBsYTA8PExeXh4nTpyQxs758+dJSkqS5d537dolZUoYwJ5ZITabja6uLnp6ehgYGGDhwoUcOnSIjo4OwsPDqa+vJz8/f9Z2LwaDgfnz51NeXi7rQ6WlpdHZ2UlsbOx1pRt/GjJ0O63cRVmN3t5eDAYDf/u3f0tmZqas/P0//+f/5MSJE3LxlJGRITkvFRUV7N69W17b6XRKfpCYqEQlXWF4CG6NTqdjdHQUs9nMxYsXaW5uRlVVmSWm0+nIy8vj7rvvZsOGDYyMjLB9+3Z8fX2prq4mISGB8PBwWatF7B7v6+tLR0cHw8PD2Gw2Vq5cSWdnJz4+PkRGRmKxWGT9KG1Iws/Pj4SEBDo6OmT9odTUVP7yL/9SFroLDAyc5aEWspiSkkJaWpoM+zmdTvr7+6mqquLs2bM8//zzMnRfVFTE4sWLycrKIjExURZRFNs+CGPv0y7VMBeu1obIyEiioqIYGRnhF7/4BUeOHCEwMJAnn3ySvLw86X0TXhNBjhd15QR6e3uJiIiY5X1xOp2MjY3JEGpYWBh+fn5YrVa5h2BTUxMLFy4kJSWFsrIyWltbGRwcxGq1ylpjUVFRLF68WEZTBLSbd19NhrRGe2BgIPfeey9JSUnExsaSnp5OfHy83OpC+xvXm618u+miT6zIoeicpKQk4uLi6OzsRFWnK6H+6le/4q677iI2NpagoCCcTqcMYZSWlvLee+/hdDpl1ebi4mL5YDocDk6ePCkHzu12y+0o1q9fz8mTJ+np6cFsNssNUIWbUFEUIiIisNvt+Pv709raKiv4GgwG+aD/13/9F6tWrWLt2rV0dHQwOjpKSUkJu3btoqurS97TkiVLGB0dlYUV8/PzKSkpIT09HX9/f6mkxP5jU1NTxMfHz5o0vfiA87Nu3TpKS0uJiYmZlYWi0+koKCjg4MGDssDXrl27sNvtrFixgrS0NOLi4mTYQSiQxYsXc/78eXQ6HSaTia985SsUFhZiMpmkR0ZsVNna2srIyAglJSW8+eab+Pv7ExAQQFVVFatXr5Zh2M7OTrKzs6mtrcXpdErOBoDZbEZRFDo6OmTqtOCBHDlyBFVVWb58OV1dXaxcuXIWl0TIycDAAFarlaCgIElojIiIuGl1Vj7PEKvc8+fP43K5WLJkCfPnz5fFCkX675kzZ+RWFf/93//NvffeKwnyvr6+snjp1NQUQ0NDsuqtyCQU2S7CYykKblZUVNDc3MzAwIAMZ4k9uUpLS/n+978vi6MKUvTY2Bg+Pj50dHRIj7FOp2NkZISWlhbJIQoODmZkZIR9+/YxNDREdnY2BoOBjRs3Sp6I8GCLoop5eXn84Ac/oK+vD6vVKjluwkOpnZC1oQwR9p2amkKv1xMYGIjRaCQ7O5svfelLmM1mOjs7aWpq4ty5c/znf/4ndrsdk8lEWloaixcvZunSpcTExBAYGDirvtrtDrGYFgk0v/vd7zhw4AB+fn488cQTbN68GZvNJmsnwfS2O8LY8PPzk4RjkSYuwmGADKWOjY1J75+fnx+JiYnSgySqf9vtdubPn09VVRWlpaW8//77MjGipKSEjIwMuW2SZ9/6+vpeU4ZiY2MlHxeQmWOioG9AQIDUO6Ojo/T29mI0GmWo7bOGT8z4EVZicnIyS5cu5Z133pEKZ9u2bRw+fJiQkJBZm5lmZWXx6KOPkp6eTkNDAxMTE7z66qtERUWRlpaG0+nk+PHjPPfcc/KhnZyc5Pjx43zlK1/BZDKxefNm9Ho9R48e5bXXXkOv17N8+XISEhIYHh6mqalJFo9KTEyksLCQ8fFxQkNDGRwcRKfT0dnZyaFDh7hw4QLx8fEkJCTwyiuvcPLkScLDw7Hb7ZSVlbF48WIyMjLQ6XSEhIQQGBgoLWlR4DAxMZGOjg6CgoLo7e39kFvYiw+q1IaGhmI0GqVSFqtHX19fVq5cSXl5OefPn5d8h3fffZejR48SHh5OVFQUkZGR8m/r1q2sWbOGvXv3Su/L0NAQiYmJMgbvcrk4e/Ysx44do7m5mYKCAsLDwzGZTNKbODExIUl/Pj4+UplHRUVhtVpl6fnJyUkuXbrEa6+9JidaoVhEwbGioiJqa2ulrBkMBrnFhQihtLe3c/LkSVwuF8HBwRQVFREbG+s1lq8DwtjIyclh+fLlrFy5kqCgIFknSqfTsWTJEnbv3k1PTw+qqlJTU8OFCxeA6VDEQw89xL59++R+coODg7K4pfBAG41G6fn18fHhpz/9KTrd9J6DixYt4sEHH2R8fJzy8nIuX75MT08PFRUVJCcns3btWlkXqrGxUVYGTkhIkNWbL1++zM9+9jPGxsaklyYoKAhfX1/5nLS3t7N+/XqSkpLk/nYulwu73U5ISAh6vZ6+vj6WLFnCnj175KRcW1tLaWkpwKzQmrZuiwiDiNW+8KiK/o2JiSE6OpqioiK2bt2KTqfj8uXLnDp1iurqal577TX+/u//ntDQUJ544glZR+mzAJGwoKoqv//972WiwtatW/na174GTBcQNJlMNDU1odPpGBwcxOl0Sg+i2OAWpg2K3t5eEhMTJd9MW71bhPHz8/NpamrC6XRSUVHB1772NfR6vfTUWCwWWXxVhKQiIyNlyFzLhVQU5bpkSGS3Dg0NYbfbOXnyJBkZGcTExJCcnCxLfXR3d3Po0CHee+89fvCDHxAdHT2nwXW746YSnsVnWre/+FyEpEZHR+WeNsJSVlVVbkwqDAGYFiqRNviv//qvTExMcPz4cSYmJigtLWV4eJgDBw6g0+lIS0ujrq5O/l5dXR3h4eEsW7ZMrlwqKip44403uHDhAvPnz2d0dJTKykpGR0dliM1kMslqnKJtixYtYtWqVfT19ckqnKIYoqIoxMbGYjKZCA8Pl/VotPFKRVFkGwVnyWAwcOnSJUZGRuRGcrcCN+Iy/KSF91oxYi2BWbsyFQ/79773Pf7whz9QV1cnuRZWq5Xx8XHa29vlKkUQNQsLC3n44Yf59a9/jcVi4dVXX8Vms5GYmIjdbqeiooLW1lbMZjOBgYGy4nh0dDQhISEyzfnixYssXLgQt9stU5kFCbG+vp7a2lrWrFnDmTNnOHbsmFQ2kZGRLFu2jAsXLkie2oIFCygpKaGvr4/GxkYSEhKIjY0lMDCQqqoqmYXo7+9PWVkZy5Ytm5NkeCvH7naWIfG7c30m9M99993HmjVrZKkKLT8wJyeH+++/n23btjE6Oipd+MJzfNddd3H+/Hl6enpQlOlsvqGhIZxOJxcvXqS8vFzuli0Mh4ULF/LQQw9Jr2JAQADnzp1j9+7dAHLjyqNHj9Lc3ExeXh5DQ0OcPn2asbExfH19SUpKkmn3Op2OS5cuMTo6itPpJCoqipycHCorKxkYGCAsLIzS0lIyMjJwOBxER0fLWkLaWj02mw2TySTT/Pv7+2UVfG24VbsvlAidaTmL2hpA8AGpXFu1Pi0tjczMTB555BHGxsYwm820tbXJ4641nreLLhJz2bZt29i+fTs6nY4HH3yQp556CkVRZMZfdHQ0TU1NTE1NYTabZRjR19cXk8kkx0LU+klMTJTyKdLHExISJCdNcG9E/9fV1REWFoZeryclJYWwsDBiYmLo6ekhLi6O+Ph4IiMj5dhp+1Bc41oyVFxcjMlk4uTJkzQ0NDA0NMQLL7xAf3+/dApcvHiRtrY2urq6cDgcs5JIrtaXt3KcrnTcTef8eE7qno0SoSfBd1AUBYfDQVNTEwcPHuTYsWO0t7dL119KSgpxcXFYrVbpbhNu2f7+fnbt2sUXvvAF1q9fL7cxOHHiBFVVVdL9/Nhjj+F2u2lubiYqKoply5YRFRUluR8rVqwgISGBqKgoDh8+zJ49e9i/fz9BQUGYzWZZ92X16tUynimIe+IBWL16Nbt372b58uWEh4dz/PhxaT0LS1wIuWd/Ca/FkiVL2LBhA2VlZTgcDkJDQ+XGhnNV6/Xs17m+u5646fUe90nhemVIW4FWKGMxwfj7+zN//nx+/OMf09raKh9sh8OB3W6XGwWOjIzgcrlkmvC9995LT08P77zzDkNDQ7z00kty93ZFUWRK76pVq1i+fDkpKSnk5+djtVo5duyYnECEdyouLo7g4GCCg4Mxm800NTVx8eJFVq9eTUJCAnfddRdJSUkMDQ1Jj4/Yk0lkoEVGRqLT6Th9+jT/+Z//KVONq6ur6ejowMfHh7vuuosvfOELxMbGykyjq/WlZ397HjvXWNzouXMdd7V23GxcjxzBtPFgNBo/dK7L5SIoKIiHHnqI4OBgDh48yMDAADExMSxdupT169cTHh4ui9L5+vrS3NzMX/7lX3L58mXMZjNGo5GEhARGRkakzC5atIgtW7bMIvk6HA4KCwt577338Pf3Jzg4mI6ODgYHB3nvvfeIiIiQ3qWIiAiWLl0qPcfBwcE8+uijTE5OMjw8zPDwMIqikJOTw6ZNm7BYLNjtdtLT01m9evUsr4rWe5Oenk5ISIhMW87Ly5s1MWsXr+K1MFQ89ZPnsdq+FhCGVEREBJGRkWRlZX0mdZHdbpeL87KyMr71rW8RHBwsx9bX15f4+Hh0Op0MfU5MTBAVFcXU1BTz589n/vz5tLe3MzU1RV9fH8nJyfI3JiYmZKkMt9sty2jANN9K1MITyRoBAQEUFRXxxhtv4O/vL2VUUCjEGIh7E17Ia8mQzWYjNzeXrVu38sorr7B9+3bMZjOvvfYa+/btk2H84OBg0tLSWL58OQsXLpSh+s+aLrolYS+RHSWqL7/33ntyde7n50daWhpLly5l3bp1ZGVlyTinINTp9XqcTieHDh3iN7/5DQkJCfzpn/4pISEh7N69m5GREQBCQ0NZv349Dz74IBaLhcTERJYtW0ZkZKR8yBVlOm6em5tLaGgoubm5bNu2TZaWFxb0/fffz6JFi6Th43Q6pXAPDg4SGhrKV7/6Vfr7+3n77bfZunUr8fHxtLa2Mj4+zubNm4mMjPxQX2hrzURGRvLDH/5QKl6xOvCGvD4ahFcmOjqakpKSWf0oVlmC2xAdHY2iKJhMJr75zW8SERHBvn37sFgsWCwW4uLimDdvHqtXr2bFihXShezj48OaNWsk6bq/v5+srCz5XWBgILGxsYSFhWG1Wpk/fz6bN2/G7XaTnZ1NTk4Ovb29+Pv7k52dLfk/ra2txMbGUlZWRnx8PBaLhcuXL0vDXtxHfHw869at46mnnpJeBEFYvdYK+k6HUJKengn4gKQp6vs88sgj3HPPPZKwajabOXToENXV1Zw5c0Zec2JiAovFwuLFi1m/fr0kqT/yyCO4XC5CQkLw8/OTey+JrKycnBxGR0dleNVoNPLd736Xd999V4at9Ho9RqORjRs3snjxYmm0GI1GNm/eLFfbGRkZnD9/nrCwMKqqqpg3bx6JiYmkpqZK3ppnKF1MgkuWLOGXv/yl5MUJ7okXV0ZgYCDf/OY3yc/PZ9myZbLujdiA1mAwkJmZyYYNGyguLqakpISUlBSZRVpSUsKvfvUrhoaGOHr0KDExMTK71OFwSAK51uhcunQpERERlJaWEhsbK72WgltUX1/P0NAQME0lKSgouCIP8HplKCkpiYyMDAC+//3vEx0dzY4dOxgfH8dut5OSkkJmZibLly8nJyeHwsJC6Sz4LM5ft8T4cTgcvPjii5SXl9Pe3i49JMXFxWzYsGHWgIqaLsJaFXvO6PV6Nm/ezIULF6iurmbjxo1897vfpaCgQIaq5s+fz7p160hOTpbFwkSYRFxPW0AxPj6emJgYwsPD6ezslAWrYmNjKSkpwWAwMDk5SWRkpJwsVfWDSsOhoaHExsbyx3/8x4yPjzM+Pi7To0NDQ+V+KdrVj1A64rWoNCu8BeJzL3/jo0P0sZjcBCfDYDAQFBQEIA0GIQdf//rXWb16NZ2dnfj6+spMP8+6JWJlJzhEgo8jftPX15f8/Hzsdrvk7ERFRREcHExGRgaTk5NkZ2fL6wjOyfz58yWPwuVyER4eLvkfhw4dkpySnJwc1q1bJ13o4j4Ead+LK0OE2rVp19rqxKo6vYXKyMgIzc3NVFZW0traSn9/v8ykgQ8MJbfbTWpqKj/4wQ8oLi6WY+B0OnnyySflmM+bN4+QkBAZFhF1mRITE6mtrWViYoKQkBAmJyfZunUrZrOZnp4eBgcHMZlMrF27loiICCkzYoLNz8+XiylRjT43N3dWarkISXlm3wh5LSsrk8+HKJXgJc9fGSJDLyoqik2bNsm+1S5qdTodGzdu5IEHHpCLeEFUFucHBASQmppKamqqXPj+3//7f6mtrZWlPEQkA5ClB8QiS1QXb29vx263c+LECWw2GzExMXK7HS0nSwsh+9eSIe2myVFRUTz55JMUFRXR398vdz0oLi4mPDxcEqDFtT+LMnRL9vYSKx9RDO6hhx5i+fLlFBYWSmKXSPETgyIKMgUGBmKz2TAYDDidTjZv3syPfvQjxsfHiYuLY+PGjWzYsEF6h4SAiVCAEEYxiCJuKpSCr68vq1atwuFwyJodRqNRWq/C8MrIyKC8vBxArsoTEhJk+41Goyy4J2oQXa3uijDwRMhGCIu2zd7J7MYgHra5jE6xAhZ9GhgYOKsOSlBQEAUFBeTl5clJUXgKtLwH7WdiAhFyItJGCwsLpYs7LCyMiIgIJiYmZFaRCIcIORRZXWLcRY0fsafdwoULmZqakqXphedCuJeFvH0WSYafNMT4aUMMHR0dNDc3yxDlpUuX5D6AwIeeSa0cCA+L+E54uZ988klZ4VdrIAtZEVldQpY6OjoIDg6WYz02NobL5SIyMlLWZBFyIvSKKPPhdrulUS/0llZGtd5PbR8Asnie1nj2ytCVIQxlwXcS/S1Kmog5Rq/Xyz4VXjehK8RzL87x8/MjICCAe+65h40bNwLMMpYETUKE1u12OxaLhR07dnDgwAFGR0cZGBiQZV4KCgpkaY65thzReomvJUPa+SkgIIDVq1fLLU/EeeLZEKULtDzdzxJuuvEjBv+uu+4iOTmZ4uJiIiMjZR0fYbCIzhIPuBhwkTEhJoe0tDSKi4upq6sjMTFRTkziOuKhF4IpCI3arTK0k5tY1fv6+hITEyMnMDGAIqYq9rpxuVxYLBYZ8xVtFin1YmdecX1PBQTMehC0/BXxfi6j51YqpM+asrtSe0UfasM/2v7VPpDCGygmFm1IQIyn+C1P745nKQIhF8LLaDAYZB2Uqakp+Z0wULTX0xaqgw/2ShKeHm1dFi3hUTvZipWk5wrvevvtZuCzIENicmpra+PMmTOcPXtW7o1ksVhkaDs4OJjo6GjGx8eloSnGTFsULjExkeXLlxMVFTXLG6TloWnP0z7fAQEBFBcXs2fPHnx9fbFYLJw+fVquvoXxDB8U1hOvBS1gcnJSTm7C0NdWkAZmye1c/aH1fAGznp2r9eOtwu0uR9rnUyxktDpHjL/QD8JLI2RPa3xrvSNCRwloS3kICNkTxrPZbJalOpxOp0zkyMzMlL8717hfrwyJ3xcGtzhOUDPEtcQ9eOqyq+F2lKFbxvkRfAeYHdbRxgc9V9RCuYvvFEXBaDTy/e9/X7oFhVWqnYy0mQpa9zbMzjzTtkMoAG1Wl3ZgTSYTer2exMREcnJyZpHJhHB7Drwn+c/TCPJ8GOaC5/nXiyv95kc97tOGZx9cra3afr1a5oHWmNB+ryUJenJpxEOvJRhrjSFtpVT4wAi+0rW1x3q2WVvS3lPZaBXrXK5tz77zytA0nE4nr7zyCjt27AA+MAAiIiIoLCyUxN+wsDDq6upkWrPg9rhcLmw2G5GRkWRmZrJ27Vqp9IXR4VmuYi75EaHTBQsWUFVVxcjIiNymAj6QYU/ysfiv3bJFC8+SB3PpH08Pz5WSKzzhlaMPt1HbVq0e0D6n2nkEZusGmNsjp537rmTAbNiwQW7JMjo6KmkkMTExs/TTle7jWjKk1UWePNS5SPHi3GuN8e0qQ8qNhFoURRkA2m/oF7z4rCFFVdXoW3VxrwzdMfDKkRcfF14Z8uJmYE45uiHjxwsvvPDCCy+88OKzjltTWc8LL7zwwgsvvPDiNoXX+PHCCy+88MILL+4oeI2fGSiK8n8URVmjef8rRVHuv47zDIqitNzKtnnx+YCiKL6KonQoinJw5q9g5vOzms/u+rTb6cWnA0VRjIqiHJiRg61XOW5OeVGmcUxRlNRPpMFefGZxJV10J+ET29j0swRFUVYCcaqq7ryOw38KxN/iJnnx+UAh8LKqqv+P+EBRlEigQVXVL316zfLiNkERcFxV1Z9e6YBryMs3gUW3qnFefK7wIV10p+GOMn4URdEDvwcSgRHgj4DnAB9AAQ4qiuIH/AZ4V1GUB1VV3aEoyv8BSoFAYAD4kqqqk4qi5AIFwMlP+Fa8+BQxhxw9CjwPxADnVVX93ozM+AErACNwD7AU2KooShnTWSZfY1quliuKcgQYA76squoYXnyuoSiKAXgTiARagHpgKxCmKMoK4BHge3joHa4gL4qiRAGPz1zTizsEc+iZCmCI2XrnaaBeVdWXFUX5S6ABiODDusgNPANkMy1vX1RV9erFxD7DuNPCXt8GqlVVXQG8wbSyeEdV1bWAa+aYJ4ALwD8CJYqi/PHM50dUVV0N9AEPznz2z8CffFKN9+K2gaccfR+oVVV1FWBSFKVw5rjMGZl5CVgHnAZWz5w3AmwCWoH1qqquBA4CX/8E78OLTw+5QCdQBmSoqvp/gT8Ffq+q6hpVVQdmjvPUO1eSl38A/pwP9JgXdw489Yzn++eBL88cew+wnbl10YOA38y5HcDmT/AePnHcacZPLnBq5vXvgXSgZuZ95cz/hcAzqqr2Ai8Ca2c+r5r5XwOkKoryBHBIVdW2W91oL247eMpRGtOrqINMy1TCzHfPz/zvB/yBGlVVe2Y+qweymJ7Mmj0+8+Lzjy5gMXAY+LerHDdL7zCHvCiKsgqwqap64tY01YvbHJ56ZtZ7VVVbgJAZTmutqqp25tZFOcCyGT22Coj9RFr/KeFOM37qgeKZ1/+T6ZVX3sz7BTP/m5mewACW8EERrJKZ/wtnjrkHeGBGUBYoivLOLWu1F7cbPOWoFfi5qqprmOaAdcx8Z/U47wVFUYoURfFhOsRRDfwtIIj1j8x85sXnH/cAf62q6jJVVf9wleM89c5c8nIfsHhGF90DvKIoSvAtabUXtyM89Yzne4BXgN/ygWE0ly5qAF6Z0WN/ynQE5HOLO4rzw3Q88/kZJTHEdMjqBUVRHmY6bgrwLPBbRVG+NPPZw8C3gOKZ83qBnaqq7hAXVRTloKqq931id+HFpw1POXoC+J2iKN9gmofxlSuc91dMu6IV4G1VVfcrilIHbFcU5f8DTjDNQfPi84+zwO6ZsHo/8DdXOG6W3mHa4zhLXlRVlaEuRVF+D/wfVVUtt7DtXnz28DrwE+DozPu5dJEO2KwoyiFAZZoW8rmFt8LzdWCGVHZQVdWDn3JTvPDCi88BFEX5FtM8DNfM3z976hev3vHiZkBRlHzgd8CvVVV99tNuz+0Cr/HjhRdeeOGFF17cUbjTOD9eeOGFF1544cUdDq/x44UXXnjhhRde3FHwGj9eeOGFF1544cUdBa/x44UXXnjhhRde3FHwGj9eeOGFF1544cUdBa/x44UXXnjhhRde3FHwGj9eeOGFF1544cUdBa/x44UXXnjhhRde3FHwGj9eeOGFF1544cUdBa/x44UXXnjhhRde3FHwGj9eeOGFF1544cUdBa/x44UXXnjhhRde3FHwGj9eeOGFF1544cUdBd8bOdhoNKpxcXEoinJDP3I9x1/vNW/2cTd67M1uw6d131c6rr29ncHBwRvrkBvA9cqQoiioqvqhz67nWHGcqqrYbDYGBgYIDg4mIiJi1jWupw3XC68MzcaZM2cGVVWNvq4LfQTciC4aGhpicHAQo9FIbGwsOt3V13xeXXR7HHe76CJP3M59eaPH3uw23G4yBFfWRTdk/MTFxfHMM8/IH5prIrnSZ3O91h7nef61jrvSubeybR+nvVc67nZr29KlS7mVuBEZ0ul0cxpBnt+53W58fX3R6XSoqsrw8DBNTU00NDSwf/9+nnrqKZ588klUVUWn08njxXW9MnTz2+bn59fOLcT1yJHAa6+9xr//+7+zePFifvrTn2IwGD7Ufu25Xl10e7TtdtJFnp993L6+3nO9MnTrdNENGT9eePFJwcfHh6mpKWmwKIrC5OQkk5OT2O12xsbGGBsbw2az0d7ezvDwMMPDw7S0tDA4OIjVasVisbBhwwa+8pWv4HK58PHxmXVtzwfIi88XVFVFURSCg4Px8fFheHj4026SF154cZvgpho/c00mH3eCEQpsrvdzXVv7vXjteQ3xnXB/ex53pd/0vLbwNGjd6MKbMJdr/Up9cSv67bMKcd9ut5vR0VF6enro7Oykr6+P7u5uBgYGGB8fZ3R0lJGREex2O06nEx8fH/R6PUFBQaSnp5OdnU1qair5+fn4+fnh4+Mjx2ZqakqOz1wrFO3YXmscbuU43ci1vTI0G+LedTodgYGB+Pr6Mjo6OqcXUesBFO+vpgfmOu9G+/p6ZOvjQvzGlWRD3KN4fyXcqXJ0rbH3nD+uhWv19e32vH9UGb2VbdM+ox/3ujfF+LleF9b1nuv5vdbImJqakp9r/8913tTUlJz0tApNCK2vry9OpxOdToevry+Tk5OzFIKqqvj5+eF0OucMk+h0OlwuF76+vtKTIDwU4np+fn7SgwHINoljb2a/3aw+/zTg2San08mzzz7Lzp07Zd+63W55nI+PD8HBwSQlJREVFUVmZiarVq0iJycHvV6Poij4+vrOGn+tQTOX0SNky9fXF7fbzdTUlBx3Hx8fGS6bq73Xe1/Xe+615PvjXv9WnHs7QNsuoS9CQkLw9/fHYrHgdruveB7MrfDdbjd+fn7yexE69fPzmyWTV5osRGh2cnJSyqbwQgqZcrlc+Pn5zWmced7X1T7TQqfTSZn3lG3xuZBtra660nNyJXze5MizTWJMxDgJnSLGXBtGF9+53W58fHyk3tDqr6vNY7fD8+5p1Im5VLT7anPurWqbtt88HQsfVYZuetjrRqy+uSaguTA5OXnVjp/rM2FwTE1NzTKChOExOTmJqqrSSJmcnAQ+GHC3242qqgwNDWG1WqmpqcHlclFSUkJcXJycGAMCAnC5XPj7++N0OuWkKwwnIfCAbMP1eoU+ar9dy5i8nuM+bfj7+2MymYiLi0Ov1xMaGkp8fDwmk4mEhARMJhNGo1F6e4KCgmZNHk6nk1OnThEeHk5MTAzR0dE4nU78/Pyu2P++vr6MjY0xMDDAqVOn6O/vZ82aNRQUFMjxFhOD57lz4eOM08067k6WIfGs+fv74+fnx8TEhHzOPaENhWoXTtqJTnwmjAphMGgNH2FYePaL2Wymvr4eq9VKSEgIsbGxZGdnywWYXq+XHkxPfJyxErpJtFdMuiIRwOFwoNfrMZlMAHIhd72/8XmXI+2EKxbHWgNRp9PJMbNYLPT396PX6/Hz88NutzM5OUlQUBCqqhIVFYVer59lMF9pMr8e3OznXRjDQpZFu9xuN/7+/litVgIDA69ooN/qtonnU/TZXMbSjeAzwfkRxsTVVmcwe/U2NTWF1Wqls7MTo9Eov09MTERVVQICAnA6nVIxikEHeO+995icnGR8fJzTp09jNpvJz8/H19cXm83G8uXLSU1NlUaUoig4HI5ZE+vU1BQul0v+zuDgIGFhYVIRzaVgvPgAPj4+bNq0iVWrVhEREUFwcLA0QGC2DIgHQRi8vr6+DA8P8w//8A+Mjo4yf/587rvvPu655x4URZHeOs/V3dTUFDt27ODFF1+kt7cXo9HIhg0bZq2er2S8enH7QXhYDAaD9PzY7fYPHSc8H4qiYLfb6ejooLOzE6fTiclkIjMzk8jISOnpVVVVegCELAmjR3hPPNsRHh7O/v37OXnyJC6Xi/vvv5+vfvWrxMXF4ePjc0XD5+NA66UShtvExAS1tbUcOHCA8+fPMzY2RlJSEl/60pdYsmSJ5EddzwR3J2BqakoaK06nk8DAQLkYF1GD4eFhjh8/zrFjx6iuriYkJAS9Xs/4+Lj0PPr5+XH//ffzxS9+cZY343bsZ62TYWpqirGxMex2u1z8+fv7f+LGqpBjsfi4GbjtjR9FURgcHCQ0NBQfHx85+V3pWPhgIjt06BAvv/wyiqIQGRmJqqqsWbOG++67j4mJCcLDw6Wicrvd2Gw2zp49i8PhoK6ujt27d+Pv78/o6CixsbG0tLSQnZ0NTAtFWloaqqrS399PQEAA4eHh2Gw2GSrT6XTU1tZSUVHBwoULWbx4sVSYc1muXnwAl8uF0WgkMjJSetS0k4PW8BHj7evrK13TNpuNsbExLBYLFRUV5OTksGnTpjkNH3G98fFxmpub6e3tRVVVCgoKsFqtswwt78Tw2YGqqnLlLRYmZrNZejkExOTW3d3Njh07OHDgAIODgwDExsayZs0aHnroIVwuFyaTibq6On7+85+TlpZGXFwca9asobCwcFZow7MdAwMDjI2NSc9AbW0t58+fx2Qy3dLJULTJ39+f/v5+Xn31VV555RW6urqk7qutraW5uZlvfvObbNmyhaCgIK9umoGiKPj5+VFVVUVNTQ0ZGRmkpaWh0+no6enh6NGjVFRUMD4+jtVqlYtmIQe+vr709/fj6+vLb3/7W/R6PXfffTdBQUEydHo76RPh8RE69dy5c7z11ltYrVaGh4f5yU9+QkFBwSfeLlVV8ff3l/16MxaiH9n4udLD4UlE0hok2lii53dzXc/hcHDq1CnefPNNvvCFL7Bq1SppAV5Pu/r6+ujv72dycpLLly/jcrk4f/48DQ0NlJSUsHTpUsLDw2Vc9ujRowwPD1NXV8fIyAhTU1MkJSWRmpqKTqfDarVy9OhRioqKGBoaIjo6mo6ODl5//XViYmLIyspibGyMjo4OnE4nU1NTHD58mMHBQX7xi19Iy/lmYi4C+Echg30ayu5ablDxEAqjRzyQIuwAzHKBCm+bj4+PzPaCaYMlPDxccrvEtbSxYlVVaWpqIjAwULYhPT2d3t5eabAGBATMcgtrcSUCpDYkci0CoThGS8b2PO92HtNPa8K8mhwpioLRaJQr9s7OTvLy8maFLxVF4eLFizz77LOcOnVKcsXcbjft7e288sornDlzBqfTSUlJCQkJCdTX11NbW0tYWBhxcXHMmzdP8oLmwqlTp8jOzubQoUNSgS9ZsmRWCAXmTtjQYi7uoudxc8led3c3v/zlL9m+fTtTU1MUFBRQVFTExYsXOX/+PI2Njfz+97+ntLSU7OzsWd6rmzGuN8oh+qRxtd+cnJzkzJkzvPjii/j4+BAVFYXBYGBwcBC3201aWhqpqanU1NRgs9mIiIggMzOT8PBwKisrGRgYwO12MzY2xrPPPktkZCRr16696m/ONc7XA09dcyUZ8rxnbahLVVUcDgejo6P89re/5cSJE1gsFp588slZGZNXe+485fhqCSRXknmh0x0Oh0xsaW9vx2AwUFBQcF2OkKvhho2f6xVgz3O0BC9fX18cDofk3wg3m4jHO51O6urq2Lt3LzU1NTzwwAMUFBTMOtZzEvIkNgPEx8fz+OOPExAQwMTEBDU1NZw6dYpXX32VI0eOcP/993P//feTnJyM0+mktraWrq4uwsPDWbJkCU8//TTR0dH09PRw7NgxampqGB4eZvv27Xz729/m2LFjnDx5kiNHjjA4OEh4eDhjY2OMjo4SEBAgXezR0dGybVqX4tXIt9r32pAcMGviv9KkqP38WuP1USbWj4PraZPWy6OdHDw9ZoJEKowece3BwcFZxFStl09cR/wXIY/g4GAaGhqkcd3a2spTTz01izMmXN6e0Bplc01G4lzxW1ojS6t4tGEU8b322tpn4FqT/o32+cc595OWIfFb1/o9VVUJDAzk4Ycf5mc/+xn19fWsW7eOgIAApqam8PPzo62tjZ/97Gc0NjaycOFCNmzYQFpaGlVVVbz22muybtTdd9/N8PAwXV1dcswCAgJmhYrEOGqfW1VVyc/P57XXXmNycpLQ0FCWLVtGZ2cnYWFhkpcoPJJamQ4ICGByclJeX7RZyIfgLIp71faJaMPo6Ch79uzh9ddfx9/fnz/+4z/mS1/6En5+fpw8eZKXX36ZvXv30t3dTXNzM4mJiZKY/VHlyBMi1K99lq40ptr/txrXuh/RzrS0NMrKymhpaaGnp4fQ0FDWr1/Pxo0bSU1N5Ve/+pUMbT388MPExcVhs9koLy/nF7/4BSMjIyiKgsVioaWlhVWrVs26vjAQPB0EwCwDWbsQFO0X+kDw1vz8/LDZbAQEBMzylAhZEaEj7XlaUryghRw+fBg/Pz/MZjO+vr5YLBYWLlw4y7DSeq6E7GqTQrTfaRe1wnPjaSBNTU1hNptpb2+nubmZ1tZWGhoaaG1tZWBggKioKB555BEKCgquSX+5lgzdkPFzpQn2euDj4yMHBcDPz4+hoSFeeeUV3G43w8PDjI2NMTIygtPpxOl0kpmZyd/8zd+QkZEhlZW2A7WvxeBpY4L33HOP9MDo9XpaWlrYu3cvr732Gr29vbz66qu43W6+/OUvExQUxIoVKxgYGMDlclFQUEBmZiaqquJ0OgkJCSEmJobLly/jdDo5fvw4y5YtY2xsjJ6eHll7RsRDHQ4HBoOBiIgIHnjgAdLS0mYpLW22BXw4/dpTKLT9LfrB0/K9ktftRsbqViud65Wh6zlOVVX0er00SMbGxnC73RiNRkZHR6WhIdLgYbaRLJSxcKcGBQUxNDQEIImMU1NTkpBqt9slZ0v8vri+iEcL42V0dBSYlvPg4GCGh4cZHBykr6+P6OhoJiYmKCgokNfTKgqhsISi03LSbnQleCPP7LXk5XaRobl+40ryIbB27Vp27dpFVVUV/f39JCYmSpl5/fXXqa+vJysriz/7sz8jKSmJ+vp6zp49i6pOZ+643W5iY2N57LHHePHFF3n//fdRlOmQUlhY2KzJaWpqSk4yijLNMbPb7TgcDoKDg9HpdPT390t+kK+vrxxjEaKC6UWgw+FgamqKgIAAmWAxMTEhJzZBuvYstyHaMzk5yXvvvcfevXuZmJhgy5YtbNmyhcjISBwOB8XFxbzzzjtMTU0RGBgoPeXX6t8bGWPtOGiNxGvhdtBFQs+uXbuW4uJirFYrbW1tjI2NsWHDBjkOSUlJ/Pmf/zmlpaXSw2wwGJg3bx6BgYEykhAeHk5FRQWPPvroLB6jdh4QCzYxJjabjdHRUTo7O4HpRX1ERMQsA0bL7ZqamsJgMGC326VBo50/JyYmcDgcckEojhG/OTU1xcTEBP7+/pLrExISgt1ul0YxwPj4OBaLhdDQUAwGA76+vvj7+8/imglDShjo2oXgyMgIFosFs9lMY2Mj586d4+LFi0xMTEhZN5lMFBUV8fjjj5OYmEhYWBhGo3FObt31jLEWtzzbSyv44kG12WycOnWKV155he7ubnJzc4mMjKSzs5Pe3l4CAgLIy8vj29/+NllZWXJ1Dh94BERqqFBAQuBE6EObmSMGZN68edIi3717N2azmYqKCvLz81m1ahWFhYVUVVWRkpKC0WiUQunv7y8nP1F/ZnJykqGhISYnJ0lMTGR4eJiUlBQURZF1ZQDWr1/Phg0bCA4OxmazSXKlII4Jo0e8FhaxMOI8jSPPVZM4R7vivFMgHqTGxkbpmTMajaxZs4a+vr5ZxPKQkJBZRrIYJzFRTU1NYbfbpcJQVZWwsDACAwPR6/WMjo7S29uLy+UiPDwco9GI0WhEURRJVrVarSiKIifN06dPk5eXx+LFizl16hQnT56kv7+fhIQEYmJiCAsLw2QyERISIhWFWP2LdorJT1VVqSw9FaYXc0MoYKF8y8rK+N3vfkdTUxNJSUkAXLp0iSNHjkgPSWNjI8ePH+edd96RmZ07d+5EVVVGRkYICQn50HMcGhoKIBdKFotFLn6EV0jI19TUFBEREURFRREWFgZ8kJkqjAK73Y7NZuPy5ctMTEwwMjJCaWkpMTExWK1W+vv7cTgcKIpCamoqDocDmM6Q1MoPwMTEBD09PTQ0NBAcHExGRobUEf7+/rS3t9PR0QGAXq8nMTHxhgyUGxkLrfdW9NftDrGQDQwMJDQ0FKPRSFJSknxWYfp+Nm/eTFBQkFxkATJBRvu8ZmZmUl9fT1dXF3l5eTICIuYw0TdWqxWz2Yyfnx+RkZFUVFTwy1/+kqCgILKysnjssccIDg6WhkdAQACKosiFnNlsll6UoKAg4uPjpefp1KlT+Pn5ER8fL7mqo6Oj0sAPCQlheHiY4OBg2trapOEdFBREY2MjiYmJVFZWsmvXLqxWKwsWLOD+++8nLS1NJhFpPeSCN9nf309TUxPV1dV0dHTQ3d1NV1cXAElJScybN49HH32UhIQEkpOTSUxMlEaVcGwIiIXox8EnQngWk5DT6aSqqoq33nqLU6dO4Xa7MRgMrFq1ilOnTtHZ2cnk5KQ8bvv27XznO9/BYDBI48blcuFwOBgbG5OKwGKxyOJ2JpNJKoCpqSmCgoKkJ6m3t5ejR4+iKAp6vZ6AgAD6+/upq6uT7jqr1UpPTw+qOr0vlCB6NTY20tzcDExbvIcOHaK8vByLxYLT6QSgs7OTkJAQAgICgGml9sYbb/Daa6/JSUyv18vspfDwcCIiIoiMjCQsLIzg4GACAwMJCQkhMDCQgIAA+cAFBATIwRdGjmiztpbQzVZatzPcbjcnTpzgueeeo66uTiqkmpoa2SfCg6ItSSDCSwMDA4yMjGC1WjEYDIyNjeFyuaR86PV6VFXl0qVLVFVV8f777+N2uwkPDyc9PZ2cnBySkpIICwuTE9nZs2c5ffq0VCZiYnn55ZdpampidHQUvV7PXXfdJSezoqIidDodDodDxrf7+/sZGBhgYGAAm81GTEwMixYtIiYmRk7qHzUEcadALCJcLheBgYEsX76cF154gbfffpu4uDjy8/Opr69nYGCAqakpent7+Zd/+Rf0ej1f/OIXiYqK4le/+pX07mRkZDA5OSlT5nU6HXq9XhoLbW1tHDx4kMrKShwOB3l5eWzevJmcnByGh4ex2WxMTExw6dIlhoaG2LlzJzk5OdKQFga3n58fTU1NHDt2DJvNRlZWFiMjIxiNRlpbWzl69CiDg4PSGz0+Pk5WVhYGgwE/Pz+5QjYYDFy4cEGuom02G42NjZw8eZKVK1cyOjrKzp07qaurIyoqinvvvZfCwkKpv272WIiK7NHR0bMm+tsZwrssPLcZGRnSy+twOOTEHBYWJj19wqgzm83s37+fkZERJicniY+PZ/ny5URFRcmFs6+vL3a7XRq5HR0dtLS0cOHCBcxmM1lZWXz3u99lYGCA3t5eJicn6ejoYNWqVQwODuJ0OuXcFx0dTVhYGAEBAXIBduHCBUpKSoiIiJCJPMILmJmZSUJCAp2dnbhcLsLCwoiIiKC4uJjo6GiGhoaIiIigvr6ejIwMoqKiGB0d5cCBA2zbto3Lly/j4+PD0aNHGRoa4kc/+hF+fn50dXXR09NDb28v9fX11NfX09LSgr+/P1FRUcTGxpKamsrdd99Nbm4uMTExsjyAdj4T/S/6W8xxfn5+H9vwgVtU4VkbsgHkwO3Zs4fm5mbcbrc0GNxuN+fOneP06dMEBgbKCcDlcnHixAnuvfde8vLycLlc9PT0cObMGerr62VWzvj4uIzrl5WVcd9995GTkyM9NI2NjZw/f566ujp6enro7u6WK0FB7HrnnXc4cOAA4eHhcgBCQkIIDQ3F39+fnp4e6eoMCQkhOTmZrVu30tvbS1tbG42NjSxatIiSkhIWL14svU7CfTk5OYnD4WBiYkKuDEdGRjCbzQwPD9Pc3Mzw8DCjo6NypSDaISZvEboJDQ2Vrr/Q0FDpQQgODiYqKoqQkBDpNRIrwYCAAMkx0Y7P7Yhrxd+1yqWhoYFf//rXNDQ0oNfrWbRoEenp6VRWVtLc3DyrRofoE7fbTX19PSdPnqSqqoquri7sdjsRERGEhYUxNjaGoigEBQXh6+tLe3s7Bw4c4J133qGrq0sq7cDAQAwGAwkJCaSlpbF+/XpiY2Pp7u6mo6OD/v5+WlpaKCoqYvv27Vy4cEGuACcmJti/fz8DAwNs3LiRlJQUJiYmuHjxIi0tLVy6dInm5mb6+voYHx8Hpvch2rJlC1u3biUxMXFO7thcxMFbZQzfzjIEH7RP8AunpqaIj4+nrKyMuro6/v7v/574+HisVussRTs6OsrU1BQnT56kt7dXlqhYvXo1y5Ytk54+bdjaz8+PU6dO8dxzz8lUdj8/Py5dugSA0WjEbDYTFxdHb2+vfK4HBwc5c+aM/O2AgADCwsIoKChgYmKC3t5euru76e/vJykpibi4OGpqanjvvfdoa2sjLi6Ob3/728TExHD27FmZdbpu3Try8vJkfRnBPxwfH2fnzp2cOXOGgwcPMj4+TnV1NTExMWzZsoWvfOUrhIeHzxrbuXgZ4rW2nz0/U1UVq9XK2NgYjY2N7N69mwsXLrBy5Up++MMfzuKF3K4Q9+F2uzlw4ABvvPEGGzduZPPmzRiNRhla0oZ1xLzS3NzMvn372LNnDzqdjqysLO677z5WrVrFunXrUBSFgYEBSTZvaWmhpaUFs9mMxWKRC5uYmBhcLheTk5OEh4fT29tLcHAwR44coaWlhb6+PqnjY2NjKSwsJDs7m97eXk6fPs3Q0BBxcXG43W7S09M5cOAAra2tdHd343K5SExMpLi4mJdeegmn00lSUhJJSUnSMRAdPb0f6OjoKDqdjgsXLvDb3/5WEp+dTicul4sdO3bQ3t6OzWbDbrfjcrkICgoiLy+PDRs28J3vfIfIyEjCw8OJjIyclRwgohZC1lwu16zPRV+IY7TGkDjuo+CWVXiGaQ+FzWbjf/2v/0V7ezv3338///t//2/Ky8upra0FpottnThxgpKSEu69916OHz/O9u3b5cq8paWF9PR0Tp8+zeuvv865c+eYmJiYbvwMMdTtdjMyMsKBAwdob28nJSWFpqYmLl26JLkXYkITxoEYzLVr17Jw4UIyMjKYP38+wcHB0iIXE+WOHTuoqakhICCApUuXkpmZydatW3G5XPzwhz9kaGhITqDCSxMaGsrk5KS0ULXVQT0zTbQTOkwL1OjoKOPj45JAbbFY5HuLxcLY2Bjd3d1UVFRgsViYmJhgdHQUu90uPR3CUFqzZg3f/va3CQwM/MQJhdeL6/FiiJW82+3GarXy2muv0dTUhI+PD/feey9/9Ed/hNFopLa2ll/84hdUV1fPmgTdbje1tbX8+te/5uzZszK+LkJWra2t2O12ady43W7Ky8s5e/YsXV1dKMo0wTUmJga3283g4CA9PT2cP3+eqakpjEYjUVFRTE1NcenSJQYHBzl69CiZmZncd9995ObmcurUKaqqqujp6aG9vR1fX18qKio4c+YM5eXl9PT0yAlZhEInJyexWq28/vrrlJSUEBsbO4vgKPpPW5Tsevrzej1HnsfdrjIEs9uqKAo2m43AwECcTifBwcH85Cc/QafTUVVVxd69e5mcnCQnJ4fm5ma5shwbG6OiogJFUUhJSeHRRx9lzZo1mEwmGZ4QCAgI4OLFi7z99ttUVVVJBS6e4dOnT7N8+XLMZjPBwcHSY1teXs74+Lhc6GlJ7sePH0dVVWJiYrh06RJZWVl0d3czODjI2bNn6ezsZGRkhMTERKqqqnjggQfo6Ojg2LFjlJaWkpycTHR0NIqiMH/+fJxOJ2lpaUxMTGCz2WhtbaW+vh6dTkdkZCRlZWWSpOsZ8hIyJoxtbXhG6C2xuHC73VgsFlne48yZM5w/f57Q0FCKi4t57LHHWLZs2YfqxNxucqSVIZ1Oh91u5+zZs1y6dInf/OY3HD58mC996UusXbt2Vg06u91OQ0MDBw4c4MyZM7S1taEoCqtWreLhhx+msLAQvV6P1WqlsrKSN998k9raWoaHh2dllCYmJpKVlUVUVBTLli2TRraIgPT397Nv374P1Zxqa2vj3LlzsjBsTEwMw8PDnD59GrfbzaVLlxgZGaG+vh6n00lPTw+XL1+WBQwbGhpYvHgxeXl56PV6EhISePfdd9HpdFy+fJkTJ05gs9kwm82yb8T4j4yMMDAwwMMPP8yiRYtITU2VtIAr6Q9tX3uS9T2P086Pc3FjP4oM3fSwl1hdi7hfa2srra2trF+/nqeffloSyLQdl5iYyNe//nWysrLw8fFh//79DA0NYbFY6OrqoqmpiRdeeEFOWBERESQkJBAaGir3fnI4HAwNDTE0NERzczPx8fGUlpYSGxvL+fPnqampYWJiAp1OR3BwMBEREcTGxpKTk8PKlSsxmUyy7YJjZDab2bt3LwEBAeTk5ODn58eDDz5IUVERAQEBjI6OyhDcgQMHqKmpIS0tjejoaGlBJycnM2/ePEJDQ2dxcjz/a7OPBEkWPkjv1pbDF9avUKTiIXC73XKVYLPZGBoaor+/H5PJhMFg+FikxU8Sc7VLm/GgKAo1NTWcOHGCqakpIiMjeeihh4iIiGBqaorCwkKKioqorq6exZkaHBzkzTff5OzZs0xOThIYGMjq1avZuHEjU1NTvP/++5w6dYq+vj4sFguTk5NcvHiRtrY26bZesGAB9913H1FRUbhcLi5cuEBVVRVWq5WNGzcyPj7OxYsXZZ2Y5ORk7rrrLhYtWkRkZCQ2m422tja6urpwOp0cO3aMtrY27HY7ra2tBAUFUVhYSElJCZGRkVRXV1NZWcng4CDd3d2SmBsZGTkr60tryHkSqK9E5Lxaf1/vcberDAGSAyE4WVoy8cqVK1mwYAF2u52+vj6OHz/O/v37aW9vl0YQIENeUVFR0sDUGpzj4+MyBJCdnS25iyKEPzQ0REdHBwEBAXLSmJycxGKxkJiYSEJCAn19fQwODjI0NITD4aCrqwtfX1/6+vrw8/Ojt7eXsbExGS4S6OjoICkpCUWZJrEKgq3gAE1NTREaGkpJSQmPP/44hw4d4p133pE8RsENOXz4MDExMXznO98hKipq1nY92u1/xD2L+3e5XFitVrq6uqirq+PQoUPU19ejKArx8fGUlJTwgx/8QE6EggspjCntvdyuciQ8Z9///vfJzc3lnXfeobGxkX/8x3/k6NGjfPnLX5a81Oeee44333yTsbEx4IOdCZqamjh79qw0Suvr6/nd735HbW2tXCDHx8ezbt06ysrKSElJkfvR6fV6zGYzk5OTjI2NyUzA1NRUli1bRkJCAh0dHRw+fJienh4mJiZob28nMDBQJue0tLSwYMECJiYm6OrqIiQkhKGhIQYGBmQ4VGQhBgYGcubMGYKCgrhw4QLt7e3S+Dp58iTh4eHcc8895OXlERISwjvvvMOpU6fkdkN33303CQkJc47t9c4/N/u4K+GWcH7EhO10OmVdi7vvvluunLX8FB8fH9avX09aWpqMO2pJvWNjYxw9epSLFy/OSofr7e2lubn5QyS60NBQHn/8cbZs2UJMTAy9vb0888wzdHR0zCJ1rV27lsLCQnJzc4mOjpbGhZg0XC4XTU1NDA8PY7VapTUeGRkpWe1xcXGUlpbS1dVFf3+/XM0ryjSZNi4ujuTkZO69914eeOAB6TG4UjhCfO5p5WotXG2BPqGIRL9oU6GFu99gMFyxpP9nCVp3++TkpCw7oNPpSE5OJiIiYtbqISAgYFZKpdvtpqWlherqallkcsWKFXzrW98iMTERQK6O+vv7JdcrJCSEsbExdDodERERrF69mkWLFsmsnYKCAjZv3szo6CgpKSm8/PLLMtNDFD3Lz88nIyNDlkBISkrCbDYzODhIY2OjXCH6+vqSm5vLt771LRYtWoSqqoSHh2M2mzGbzTidTlpbW2dllcHsNHvhtdS6jK8nK+LzCC3nCz5IuBDQ6/WEhYXJ4qR79uzB39+fmJgYmfXU2dnJM888g16vZ/Xq1TKTRvT1wMAAAA8++CBbtmwhIiKCF198kTfffJPBwUHGxsYYHBxk0aJFDAwMyOe7oKCAJ598UpJOq6urOXbsGPv375ehN2HQiqychIQE+Z2oRRQXF0dlZSVOp5ORkRF0Oh0Gg0GGyoUHMTU1lT179hAbG8tdd93FyMiInNz6+/t5+eWXCQsL4xvf+IZceAmPDjCrovX4+Lg0di5cuEBHRwdGo5EVK1ZI2kFycvKsxA9tmPCzVChU6Nro6GgeeeQRiouLeeWVVzh27Bj79u3j/Pnz3H///TzwwAMy+8loNBIXF4fD4aCzs5P29naee+45xsbGeOyxxzh79iwNDQ3y+rm5uTzxxBOUlJRIqoWQXcEnCgoKYnx8XC5u7rvvPjZt2iQTMlasWMH777/Pjh07sFqt0nscEBBASEgIbW1tGAwGOjo6ZPapoigcO3YMgPb2doaHh9m2bZtcYIeHh8tsaVHf6IknnuBb3/oWwcHB9Pb2UldXx5kzZyQtRdBZrlWO43bATTd+BF/F6XRit9upqKggNzeX9PR0+fCIas3CyyJctOJhEcpbURRpPFmt1ukGz7DOs7KySEtLIy8vj0uXLvGHP/yBsbExxsfHCQkJISoqSrqOf/zjH/PYY4+xd+9eDhw4QHd3N4cPHyYtLQ29Xj/LGBO/UV9fzy9+8QvGx8dZtmwZsbGxlJWVYTKZCAwMlA/zn/zJn/DYY49RVVXFkSNHOHfunFzJdXR00Nvby9DQEMHBwTz88MPA7PoHAlcLg3lOYJ4xUm0oTXwmBF+Q8j5LCmcuaPvEZrPR3t4uZSgsLIyQkBB53z4+PrKCKnxQvbunp0dOHiEhIWRlZZGamioVdHJyssxMcDgcVFdXs3z5cpmG7Ovry/Hjx2lsbMTHx0cSYIX8lJeX097eTmtrKwaDgYmJCVk88/Dhw1gsFrq7u+np6cFsNuNwOLh48SJ6vV6mL7e1tfEv//IvKIoiw5vaDLSTJ09y+vRpcnNzZbaHNlNQyzcDrloI7PMOoXiHhoaYmJggNjZWejXEgsHtdtPY2Mgvf/lL+vr6KCsr4ytf+Qpnzpxh+/bt9Pb20t7ezm9+8xuMRiMLFiyQIVFhZC9evJjHHntMph+Xlpaye/duADkpCA6EqAA/b948Fi5ciJ+fH35+fkRHR5OZmcnAwABnz55lbGxMyntjYyPR0dFyTNPS0rBYLFgsFklgzs7OJiwsDEVRZmUPijDJf/3Xf3Hq1Cm+8Y1v8PTTTzM5OUlzczN79+5l+/btXL58mWeeeYYFCxZImRe6XISyqqurOXHiBOfPn8doNDJv3jw2bNjAmjVrSElJkRlHWo6GgLbPPy5X45OE0KdCbnJzc/mLv/gLzpw5w0svvcS5c+d49tlnOXz4MMHBwTz11FPcfffdstzF0aNHee211xgZGWH79u2EhobS1dUlvfQRERE8/PDDrFmzRs5/QqeIZ1dswSS8lkajkYiICPR6veRylpaW4u/vz4kTJ2QkRITkBDXk4sWLjI+Py6SP/v5+RkdHMRqNTExMkJWVRV5eHo8//jgZGRk0NDTw3e9+l76+PtxuN0VFRWzdulUmgiiKIhN2BPdoaGiI9PT0z8Rcc9MrPAv4+Piwa9cuOjs7efzxx+VqQkxMYjITho1wIbe0tEhOj6pOl4XX8mYMBgMrV66UE9V7771HbW0to6OjUkgFCctgMMjfzMjI4KGHHiIjI4OdO3fS3t7OW2+9RW9vL2lpaWRkZGAymQgNDaWjo4Nnn32W9vZ2ysrKyMnJobi4mNjYWPz8/GZlDomwy9q1aykrK6Ovr4+jR49K96ioY3Dy5EkeeughGdufy+vjacBoDZy5IARMeNo8x0UoL+Et0Xq3bnQ8bwWu9ZuecWAhM8IFLDweIu1XGD4iy0/r+REVn202m5QTvV5PZ2cnNpuNwcFBLly4IOUIYHBwkH379kkjRkwAImygLT0gjFARghRbcvT09LB37155H6Lmi7YGhwjH2mw2uQ+cGH/hyTEYDBiNRiwWC//2b/82qwaQ2PQ1Li6OuLg4EhMTiYqKkhmDfn5+Mh1WZKRo+1P72nNM5iJRX2nsPq3J7GrPh8gIfOGFF0hOTmbVqlUsXryY6Oho/P39GR4e5vXXX6elpYXAwEC2bt3K/Pnzyc3NJTQ0lOeee47+/n4aGxvZvn07WVlZs2TLYDCwfv166T1WFIW4uDi5gBPpzkIXiQWZ3W6ntraWoqIiGa4cHh6muLhY8sDGx8elfHd1dWG1WnG73ZSVlVFTU0NjYyNVVVXEx8fj4+OD0WjE39+foaEhWXuor6+P119/nfPnz7Nx40bmz58vFwYLFiwgMTERh8PB22+/zeDgINu3byc1NRWYTig4ceIEdXV1Mtlj1apVfOc735HlGjwNHjEenvXMANk/Wt7U7SJHVwutiOdZJK/4+/vLStjvvfceb7/9NhcvXiQgIIDe3l5OnTrF/PnzycrKYunSpTQ0NHD48GEmJiZ4//338fPzk1mloaGhZGVlyX7U6hLx3mazzSKiGwwGhoeH6e7uJicnR+qOoaEhli5dyunTp2VikaIonDt3jo6ODhk+E5SPy5cvy9o9ISEh5OTkkJCQQGJioryXzMxMent7CQ0NJS0tjcHBQVJTU5mampLhvYiICAYGBggNDZUeU89q57dyTD+qDH3sCs9z/Yjb7ZaZBW63m8zMzFn7cngWdxoZGeHo0aPs3LmTiooKJiYm5MAnJydLIRPXffXVV+XvCAUTGBhIamoqK1asYMWKFbL4nVYJmUwmoqKiCA8P58UXX6S9vV1uP5GQkCD3hNqzZw8NDQ0kJCSwceNGli5dir+/vyTqietOTk5iMBjkhneiFkRwcDB6vZ4XXniBtrY2xsfH6e3tlYrgSjsne7oKtcbN1SalucZIHDOXAeE5bleb0G4FrkeGPCdoYcQEBARgMBhmuYVFqrJ4b7fbpQEhNo3ct2+fdAWrqsr4+DjPP/88v/71r+Xnnl43VVWxWCwyhODj40NOTo4sqZCYmIjRaJSp1Hq9nt7eXvbu3Ut1dTWjo6MkJibyz//8zwQFBQHTPI09e/bw/vvvY7PZCA4OZmhoSGYGCkNFKJDo6GiKiopYsGCB5LBZLBaGhoZk6EykxV+4cIEjR47Q29vLyMiIrOFhNBqJiYkhMjJS/iUkJJCSkkJ0dDShoaGz0pvnkhVPQ8lz3D5pGdK2y7MN2vdTU1NUVlbS3d3N5cuXOXLkCLGxsRQXF1NaWoqvry/l5eXY7XaSk5MpLCyUYe3NmzfT3d3NCy+8gKIonDhxggsXLsza+0qMvbbyrtAFQmYiIiKwWCwyrbirq0uGxcUkodPppG7q7u7GZrPN8lL19fVJPl9QUBCbN2/G5XLR19dHV1cXIyMj5OXlMT4+Lhd+7e3tnD9/nqNHjxIdHU1+fj65ubmy7TqdjpiYGFauXMnFixfp7+9n9+7dtLa20tXVJTNoH3vsMRYtWkRCQoL0Tohncq7xFqEtz2dYS1GYSydpX99uukjLURVzV2RkJF/96ldZtmwZ27Zto7OzE7fbTVtbG+fPnweQ+krMVe3t7fJZE95dwf/Tbn+k0+kkV83lctHd3S093UNDQ1y6dAmTyUR7e7ssvHjmzBkGBwdlcoaWJxoVFYXFYiEwMJAnnniC0dFRnn32WSYmJqTsCy+y8Oz09PRQWlrKsWPH8PPzIyIigvb2dhYuXCi9PlarVfIbxcJP219z9alnn1/v2FzpGM/fuF4Z+lg+8StdXLC/RZw4MTFRchTEykcYEQAvvfQSLpdLWtfC3SeMjKKiIsrLy3E4HKiqKmvpiOJN8+bNY/ny5WRkZEgiqDbNXLgSYXqlLHbrfvHFF7l48SKJiYm8/vrr/OAHP6ChoYEdO3YwOjpKTk4OJpOJgIAA6uvrsdlsZGRkEBgYKOtxiOwqbUZETEwMS5cu5d133+XChQvodDpSUlK4dOkSqampsoLqjT7gN2rhXq+B8WniSspTq6AFUVUYNuPj49Kj5ePjQ29vL7/5zW9QVZXh4WHa29vp7OyUBubU1BTl5eVScYnVp6jInZSUJI3Yjo4O+fvLly+XK539+/djMBjYuHEjubm5LFu2THpSBIdoamqKffv2kZaWRkVFheSOZWZmSuNHKDvtBrhhYWEynr9p0yYSExOJi4sjPT2d+Pj4WXWEfH19iYqKkqtzbZq28HiKDLHR0VEGBgbkxN/Z2Ul1dTU2mw2Hw4HNZpMV14ODg4mNjZV72SUmJhIeHi49TmK16Dnh3S5ydSU58vf35+mnn6a4uJiDBw/S2tpKf38/u3bt4sCBA/j4+MhqtqLUhMiKNBgMFBcX84c//EFWoW9oaMBkMsl+mJiYkFlbQUFBUo8Jr52qqsyfP5+2tjaysrI4ceIEOp2OgIAAmpubZWaOy+UiISGBN998UxoKqqoSERGB3W6X9cQCAwOx2+3k5+eza9cuqdtE+QtBgna5XLjdbvr7+2lubpacoNjYWFwuF2NjY7S1tdHU1MTevXtlXZjR0VFKS0u59957SU1NRa/XS9kVuFbY6loycbvIzPW2wfNzrR5xuVykpKTwwx/+cFbCSWtrKxcuXKC2tpa6ujp5HeGlFnOG2Wzm17/+NeHh4dIjJuYGYfxOTU3R398v9dLExAQHDx6krq5OZhmbTCZWrVpFU1MTISEh1NXVSb6XcBqInQoKCwuxWCyEh4fT1dWFj48P4+PjnD59mj//8z+nr6+PjIwM5s2bx86dO1GU6ahMZ2cna9aske3v7u4mJiZGEvn1er2sszdXxulcRtD1jMX1ysaNytUtIQSI9EDxAIsqp6IhgYGB0jARhpK/vz9Llixh69atbNu2jZMnT+Lr68v4+Dg5OTmEh4fLFf5Xv/pVCgsLCQ0NJTk5WVbV9PX1lathk8nE0NCQLFyYmJgoK7HGxcVx6tQpmQly6tQpHnnkEcbHx6WCDA8P58EHH5Tl781ms9zZPSYmhtWrV2O1WmUGhvDoCOHs7u4mPT2d48ePExAQwLx586Txd72lue9kKIpCb28vZrNZ1s0RXo6JiQlaWlpkn1ssFl588cVZBFdt+q3wNiYnJ9PY2CgnhtWrV/PAAw9ILsju3bt57rnnZnma/t//9//l9ddfJz09nUuXLnHo0CG5PYWQHzGePj4+zJs3j4sXL8riZRaLBbvdLtOcTSYTqamp1NbWYrfbKS4upqamRj4bU1NTrF27lvnz58v6HaI9VquVvr4+QkJCMJlM0vgT9wnTlazF8TExMeTm5s4KO4hMI4vFgtVqZXx8nOHhYYaHhzGbzfT09HDy5EnefvttuR9RcHAwmzZt4n/8j/9xU4qLfVIQJPCYmBg2bdrE3XffTWNjI42NjRw8eJCGhga5A7dOp2N0dJR/+qd/4oEHHmD+/PmS6yIgZCs4OFjqL+FFFLKgKNObiI6MjMhjw8LCWLduHT/60Y8wGAy4XC5Onz5NVlYWNptNbhkgvOTbtm2TIbX8/HyZneh2uwkNDcVkMkmPYE1NDWazmd7eXqampvja175Gf3+/lDez2Szr/Lz//vtERUXJInqi1ovgU05NTZGWlsb999/P/PnzJW9Qu1WH1oNzOxgsnwbE8yW4lELvCM+toigUFhaSkZFBREQEbW1ts5IQVqxYwfnz56VBI4zNqKgo4ANPkzB6jEYjjY2N/OIXv5BZqPPmzWPNmjVy14KoqChZS6+mpkZ6kRITE2lvb6e9vZ3JyUkyMjLQ6/XExsaSnZ1NU1MTNpuNgYEBli9fTkNDA7m5uVitViIiIujt7SUsLAyHw0FlZSU//vGPcTgc6HQ6Kisrqa2tlR6xwsJCAgMDZ20CfTvjlhg/oqif0+mcVWDP5XJx7tw53n33Xbk6AoiMjORP/uRPWLFiBUFBQRw6dEgKi8vlIjg4mLKyMhlGO3/+PHfddRdpaWnSi+JwOKioqGDHjh04nU7+4i/+gpqaGlnNsqSkhHXr1mEwGCS3aGBgQCowUWxw7969siL03/3d32E2m1FVlYSEBGw2G7GxsaxatQpFmWbpDw4OyvCHIBmOjY1hNpvlJCgqWnpW5/Vibgjj+fe//z27d++W/So4PuK/n5+f9AZqQzMGg4EFCxbIGhoAxcXF/Nmf/Rn/+I//yIEDB9DpdHR0dBAUFERYWBhnz57l0KFDcvsVHx8fLly4gMPh4MEHHyQoKAiz2cylS5c4efIk8fHxFBQUoNfrcbvdkmAoqjH7+/vLKrDt7e2SjCqIonv27EFRFFpaWsjLy6O3t5eenh4qKipITk4mJiaG5ORk7HY7o6Oj9PT0cPjwYXbv3s0PfvADTCYTgJwURTqyKLCndTuLPhPPiqjkKhYf2vpAwqAS3lOxk3JISMismiafBYh7FuFqVVUpLCxk/vz5bNq0iUuXLvHyyy/P8iqXl5dz7NgxDAYDgYGB8vlXFEV6xkJCQggLC6Ovrw9FUSSRNDQ0lPHxcWpqamRmV3Z2Nunp6fj5+ZGUlERtbS0ul4vW1lYqKiqk51oQ5Ovr69Hr9YyPj2MymVi4cCHt7e1MTExILptow5IlS9ixYwdDQ0M4nU7Cw8PlJqw9PT0MDAxQWVkpa4MJL4TIEhN74DmdTmw2G2FhYSxevBij0QggDR8hI5+lsb/VENEJocubm5vZvXu37J+RkREuXbpEX1+fTLJQVZXY2FjWrVtHSEgIO3fuxOVycfjwYbKzs8nKypLGk8Ph4MyZM1RUVJCSksLKlSsJCwuju7sbRVE4c+YMZrOZhx9+mKioKJxOJ/39/dTX1zM4OMjk5CQpKSnk5eVJD7AIwfr4+BAaGsqiRYs4fPgwdrsdg8HAsWPHJEUlJCQEPz8/kpOTaWhoYGRkhN7eXv7jP/6DhQsX4nQ62b17t3QiGI1GFi9ejMlkmpWtdjvjphKetZ8JAyI4OBiHw0FbWxtvv/02x48fl8IgFFJUVBSLFy8mKCgIHx8fUlNT5UpIuGsffvhhGhoauHDhApWVlfzyl79k9erVGI1G+vv7KS8vp7m5mZGREebPn8/IyAgpKSkyBf3ixYscOXKEkJAQRkdHZTVKsWIvKSmhqamJzs5OSTIbHh4mLCxMEmYzMzNpamriN7/5Denp6SxatEhuUZGZmSld5S0tLbz11lt0dnZiMplYt24dubm5s+obXasvbxZuxGX4SQvrlWRIeMciIyOJiYmRPKro6GhiYmKIjY0lKiqKqqoqdu/eLat8K8p0Icv169ezdetWfvaznzE8PIyqqpjNZvz9/bn77ruprKzEYrHQ1NTEP/3TPxESEiI9eqWlpbz//vvodDri4+NpbW1l7dq1rFq1CovFwsGDBzl16hSjo6Ns2LCBoqIiGZIYHR0lKytLKjrhaRFFzBRluu5McnKy3LAwLS2NBx54gK6uLl599VUGBwd56aWXGBwcpLCwUNYNunTpkixDL3gdYuWp7TvBRdOSseGDYnUCwoAUY6DlaYj+F/H/oqKiWedcbTxvl5CXaIsIS2r5D35+fgQGBsrMFpvNRmVlJTabTRKMRdgQkN7rBQsWEBISgtPplHWzdDodR48elQucjo4Otm/fjtPplB4nk8nEwMAA4eHhREdH09nZid1up7q6GrvdTklJCfPmzaOuro6qqioGBwdlv2dmZhIWFkZnZ6es8m42mzl69ChnzpyZVdOnqamJ3t5eGa709fUlNDSU1NRUmUgiZKS9vV3yd4KDg8nKyqK4uJg1a9YQExMDfLB/oiCOi/u9meN0peNuF100F7SGoHhe3G43+/btk/u6wQdhV1F0NioqipUrV7J48WJSU1NpaGigsbGRrq4unn32WZqbm0lNTWViYoLKykoaGhoIDAwkOzuboaEh5s2bR2trq0zaUFWVPXv2UF1dTWZmJq2trZw6dUrue7Vw4UISExM5ceKErLsnyMyTk5MsWbKE1NRULBYLLpeLnJwcoqOj5ULTZrPJEiIi7PvSSy+xfft2uTFpQEAAcXFx3HvvvRQVFclaa9fqw5s5Tlc67qZzfrQXvRrJyGw2y5Xkr371K06ePCl5DYsWLcJut1NXVyfDA6KyroiR5+XlyQJLfX19lJSU8Ed/9Ef8wz/8A93d3ZSXl1NZWSkL+qmqitFoZMmSJTz00EOyfsbTTz9NU1MT+/fvp62tTQqmcFFHR0ezatUqUlNTqaiowM/Pj5KSEhRlmoy2fv16uaEpQExMDCaTiZqaGsLCwoiOjuY//uM/SEpKYmxsjJSUFGw2G3V1deh0Ou655x7Wrl0rhcrtds9aQV+LnKX9fq6Y6fXETa/3uE8K15IhMXE/9NBDbNy4cRbRUluWID8/n8jISI4fPy7LuK9cuZJ169YRERFBTk4OLS0tOBwO+vr6UFWVpUuXsm7dOnbt2oXL5ZJ7goWGhnLXXXeRmJhIZ2enNLLy8/OJjo4mKiqK+Ph4YmJiOHDgAEeOHKG7u1uWgnc4HJKL5nK5KCgokLIpVtLC2Fi4cCF//Md/zG9/+1taW1vp7e3loYcewmKx8PbbbzM0NMRrr73Gvn37MJvNMvSUlpbG8uXLKSwslBOTZx8KF7SiKLNWX9equ6E1gjxfazNQrjamc72+lbiWHMFso05M3sLb6+fnR1paGt/73vc4fPgwDQ0N2O12YFo/XL58WXqHLRYL5eXlnDt3Dn9/fwYHB6VHra+vj9///vfodDrpofH395dbA5w+fRp/f39CQ0PJzc0FprmHsbGxOBwOXnrpJaKjo2ltbZX7Cgou28svvyzrmen1etra2virv/oroqOjiY2NpbS0VBbBDAwMZMOGDSxdupRly5ZhNBrx8fGhsrKS7du3c/bsWUZGRuQ2OfPnz5f8MrGxZGBgIEFBQbP4ctq+9tRbc43FlcbqRo77pHC985kWnlmPOp2O2NhYli1bxuDgoAwXiv0bhacwPT1dRgCioqL43ve+xz/8wz9w+fJlLl++zLZt2yQHzcfHh/DwcDIyMuQeXCKiIryy8+fPp6mpiffff5+9e/cCSAPeZDKxceNG+vv7Wbx4sdwxoKSkRO6jZTKZ+PrXv05rays7duyQxTRF+Ze0tDQiIyMltzE8PJz8/HyZEZ2QkEBxcTHLly8nKyuLpKQkmWEs5v65+tuz3+caiyuN1Y0cd6XxE7jpYS9xwyMjI7Jy5N69e/H19ZW7v65YsYL9+/djMpkoLi6mpKSElJQUyW4vKSnhV7/6FUNDQ5w8eZKgoCAmJydZs2YNPj4+bNu2jerqaqampndwj4qKIj8/n/Xr17N06VIiIyPlCuXuu++mpKSE0tJSampqcDgcnDhxAqfTiV6vJz09nS9/+ctkZGTIPXVGRkZYuHAhqampDA0NkZGRQX5+vtzYtLy8nPvuu4+MjAxZZKyyspKhoSHa2toIDw8nNTWVqKgo7rvvPvLz8yVpV6Q43u7x0E8Tqjqdzi48P6LPPBVxZGQkjz32GA8++CBut5ugoCBZigCQNZgqKiqoqKiQBcP+6I/+iPHxcaqqqiTxeNOmTWzatAmr1covf/lLgoOD5Q7uMO3mzszM5Mtf/jL5+fm88sorDA0NUV1dLV3gixcvpqioCFVVqayspKioiKysLEmInpyclDskOxwOnnrqKSIiIujs7MRoNPLd736XhIQEXnvtNaxWK3a7nZSUFDIzM1m+fDk5OTmS66YtdunF9UNr0E1NTW80nJGRQVJSkqyvIuTLbrdz/vx5ysvLJQ9QGIBiM0pATnRWq1WGHp1OJ42Njfz93//9hwqTip28e3p6CA0NZWRkhJaWFumVCQsLk0aJkLuwsDAmJycpKipi8eLFstSC3W6nqqoKnU7Hnj17CAgIoLi4WHpv3G43xcXFZGdn09HRIbPTgoKCiIuLkyEK7YaSHzUh405GbGwsP/rRj+SiWmx4C8jadWJRJ45ZtmwZP/3pT3n55ZdlCQ273U5cXBzz589n9erVrFmzRuq1efPmsX//fux2O1lZWSQmJrJp0yaef/55uQ+cKNz5wAMPsGjRIqqrqzGZTMybN4/s7GyZyeh0OomIiGDZsmW0tbXx9NNPExERITefFaGvyMhI8vPzGRwclNlteXl50vuZkJAAfFB8V8jPx/EQflK4JZwfp9MpGe4AS5YsYePGjaxatUqmBG/YsIHNmzfP4icIj4iYJFJTU0lNTZWcBqfTyapVq0hPT6e+vp7Lly8THh4uM1Sio6NnpbeLa4niZIWFhUxMTLBq1SqcTidWq5WcnBxiY2PR6XRkZ2czODhIVlYWYWFhLFmyRKYcq6oqSctLlizBZrPJuPxPfvIT9uzZI9NOs7Oz5YaXRUVFknEvlIyX7Hx1aEM1gJQL+MDwEX9CaYv3Wm+HwWAgJSWFpKQktmzZAiBLyf/5n/85R48epbu7m+zsbBYvXkxUVNScVZFFCFYU5Fy9erXcWmV4eJiBgQH5eXBwMHl5eXzjG98gICCAhQsXAsixt9vtGI1GnnjiCcbGxujr65NFFw0GA9/4xjfIz8+nv78fs9ksNx4MDw+XBGjRPi8H46NDkMRFKE8YpVq5CgkJYfXq1axYsYKRkREiIyOlYXDu3DmOHj0qEyFWrVo1i38l6peNjo5itVpxOByyavjIyAgTExOYzWYKCgooKCiQ4x0aGsqCBQvIysoiIyNDhlSF4SXaK+Q0KCiIsrIyuru7Wb9+PVlZWVgsFhmmEs9GRESErBStLf8hnhdtCrd3YXbjmJyclMkGQl9o+xc+4NQJft7k5CSlpaWkp6fT0NBAV1cXwcHBJCYmkpaWJosBC70hjKCRkREaGxu57777WLBgAW63m+7ubsbHxxkdHSUuLo7169cTEhIidcfU1BRLliwBPqiW73A4iIyM5Omnn8ZisUiKiPjex8eHe+65h9HRUUwmEwsWLGDt2rXScySiNVrDXoTXPgsydEs8P/7+/phMJhRlOl34Jz/5CREREbOqz4qYtLZ2guhIUfRLa3iIB9btdsuCblrLWqT6ipRl8Vsi3i8Gxt/fX/J4xEMvrisY+mKVpeU4+Pj4SOGG6awasWtyREQEX/ziF5mYmMBqtRIWFoa/vz+BgYFykhIhCi1x14srQ8iJCCFcyd2ulZ+5lLcIV4raOcIDExMTw0MPPSSNHG2NDfEbIoQlUtLF7wcEBFBSUiKLLYq2CZKs2Pw0ICBAehjFpClCZP7+/nIneeFxFEbQ6tWrsdvt0oul3UzS6XTKVb/XiL5xiJCpmFQEtNWxRXhBZO/4+PgQGRk565ySkhKWLl0669pC9oT8ifCHqLArtvYR7RATSEBAgKzjI7hW0dHRTE1NER4eLne5Fr+hNfSFXhKea1FiRMiLeC30KHzAqxMyqW2vVhd7cf0Q46HtO2GAarNQAen5FWMSHR0tdznQeiV1Oh3+/v7y2NjYWIxGI4ODgzLVvL+/n9LSUrmjgs1mk3t0Ca6ayBwVhXmFjIrwlFhQRUREkJ2dPWtLE1VV2bJlCzqdTl5TLBy0iQTinrWyervjphs/gmAoYpwLFy6U+yAJQ0TEBcXD67nflVYIhLIXITFxjFZRCQNDWJ0iDVUcpxU87WAJ61vLZQgJCZGEMZEpovXaCENM6x4XRaECAwPlxoCemTTid8SK4Fq4lSv6291boB0jbSqpZ7uFkaxdDQt5EQ+4MHC1W11oOSBidSxCEWIC0lZhFXIqxlB4Kv39/WXtG+1kI5SCtj4RMOt8QawV8iXi6sJwF4YzfMAVAmbVrrqefrxVuN1laC5o26w1KLUGi/hcjJt4jj3LU2gJ5GJhJWRsLh2nndTEpCdkSHBGtN5vIbtC74nfmavfRfhOFM0U54uJSuhNcW9aXpgnP0KrK+fqt5uNz5ocXa29om/Fgk1rCIgx0OooMVcJnaQdH0FKFnOmqqqytpyqqrJwrkiPF5XcRT0wIXeizULWxDwmahIJuRXtEHObmKOEXhL6UGvAC33nyWHVzn/X028fFx/12rfE8+Pn58fDDz/M+vXrCQgIkMaB1osi3msfRAHtcTA7y0T81z7MWmNJO1lp2wQfJkyJ87WrMa1Bpp1YxfeeoRXRPq0i0Z6j/U2hjK4G7XVuZFBvlAx2u8f051LKnuPo2cdC9sRxnnKllRHttcTDLyYfmD2G2vHVrso8Vz1CduYiGmsVgTDGtG2FDwwzrdHmSUCGD7YJuFrfeWVoGp79MFfbtePjqUsE5nqvPUfLk7nSueL518qH9njPTNC5DBHP77Ur8SslUnh6Hua6H5hdvG+uPrpefN7k6Eoy5HmMZwhxrv4WcqOdezz1iHbe0f5mamoq69atIzg4mMbGRmw2Gx0dHaSmpsoFl9aIEudpdZq2nZ5hOa3uEZ+LhdZclA2hrzzv0fP3b1cZUm4kNqcoygDQfkO/4MVnDSmqqkbfqot7ZeiOgVeOvPi48MqQFzcDc8rRDRk/XnjhhRdeeOGFF591eFltXnjhhRdeeOHFHQWv8eOFF1544YUXXtxR8Bo/c0BRlAhFUe5SFCXq026LF1544YUXXlwJ3vnqo8Fr/HhAURQTsAsoAcoVRYlWFMWoKMpuRVH2KYrylqIo/oqi+CqK0qEoysGZv4JPuelefApQFOX/KIqy5krvvfBiLiiKEq4oyruKohxRFOW/5pIbRVG+rijK16/zev+pKEq5oij7FUUJu/kt9uJ2xFzz1ce41nXL2+cBXuPnw8gHfqCq6t8Ce4FFwGPAv6qqehfQC9wDFAIvq6q6Zubv/KfWYi+88OKzhq8CL6qquhIIAZZ81AspilII+KiquhbYBnzz5jTRi88A5pqvvLgO3FHGz8zq6m8VRTmkKMo5RVHiFUV5XVGUw4qi/AeAqqr7VVWtUBRlFdPW9AlVVX+lquq+mctEA/3AUmCroihHFUX5g6Iot2SrEC9uP8ys2vcrilIOrAE836Moil5RlFdm5OMdRVEC55C/uJnPZ8mgF3cEhoCcGS9NEtAB/NmMbLyiKIoooPKVGY/ObkVRQhRF+Y2iKAsURTmrKMoiRVEqgREgWVGUYKAIaPwU7seLTwFzzVdX0Du7Z2Tr9Zmoxb6ZcNmQoihRM3IEHvL2Kd7aLccdZfzMIFNV1dXAS8DXgVpVVVcBppkVFMp0taQvAi7ALU5UFGUZEK6qagVwGlitquoKppXPpk/yJrz4VPFt4J2ZlbYLyPZ4L46pnpGPN4D5M59r5W/dzHEfkkEvPvc4CmQB/wOoB4aByhnZGAXunzmuc0auDgNPAWeBhUDbzP9xpr3RPcAfA7FM6yYv7hB4zFffYG69c2RGtvqAB5mWo83A8Zn/9TPHecrb5xZ3ovHz/Mz/fuB/M+29OQikAwkA6jS+x7Rg3AfTpDLg34EnZ86vUVW1Z+Z1PdOKzIs7A2lAzczrSqYVjvY9QC5waub17/lgQtLKnz+Qwxwy6MXnHv8f8B1VVf+Kaf3xDeDkzHdngIyZ156fnQEeAvYxPYnVAF8D3lJV9e+AvwP+5ZO4AS9uD3jMV99hbr1TNfO/BkhlWo4eZZov9Ijm+7lk8HOJO9H4sWpe/wXwc1VV1wA/BToURfl/FEV5Yub7MGBEURR/4FXgL1RVFRVBX1AUpWjGPb0VqP5EWu/F7YB2IG/m9QLgOY/3MD2hFc+8/p98wMPQyh9AAx4yeNNb68XtiECgYEZ/lAIqsHjmu0Lg0sxrz89qgLuA80zL3BlxrZnjymau5cUdgDnmq/9ibr1TMvN/IdDMtOfnHqZ5QuuZliOYWwY/l7gTjR8tXMC9iqIcZtpivgw8A3x15jMf4D2m3X+Lgf81k9n1ReCvgBeAc0zzgvZ/Cu334tPBb4AvzHhrQoEmj/cwLUeLZj5bxLSsXOlanjLoxecff8e0jIwCEcDLwEpFUQ4xHbraMXNc1owM3QX8t6qqE0AL07yeNqYnrReBdYqiWJiWob//BO/Di08XnvPVlfRO8cxnYcBOpuVniGkDp4NpYwg85O2TuIFPC97tLbzwwgsvvPDicwpFUf4PcFBV1YOfclNuK3iNHy+88MILL7zw4o7CnR728sILL7zwwgsv7jB4jR8vvPDCCy+88OKOgtf48cILL7zwwgsv7ih4jR8vvPDCCy+88OKOgtf48cILL7zwwgsv7ih4jR8vvPDCCy+88OKOwv8PbmLUIjInhnoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.suptitle(\"微信公众号(K同学啊)中回复（DL+12）可获取数据\")\n",
    "\n",
    "for i in range(20):\n",
    "    plt.subplot(5,4,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    \n",
    "    # 显示图片\n",
    "    images = plt.imread(all_image_paths[i])\n",
    "    plt.imshow(images)\n",
    "    # 显示标签\n",
    "    plt.xlabel(all_label_names[i])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.标签数字化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "number   = ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']\n",
    "alphabet = ['a','b','c','d','e','f','g','h','i','j','k','l','m','n','o','p','q','r','s','t','u','v','w','x','y','z']\n",
    "char_set       = number + alphabet\n",
    "char_set_len   = len(char_set)\n",
    "label_name_len = len(all_label_names[0])\n",
    "\n",
    "\n",
    "# 将字符串数字化\n",
    "def text2vec(text):\n",
    "    vector = np.zeros([label_name_len, char_set_len])\n",
    "    for i, c in enumerate(text):\n",
    "        idx = char_set.index(c)\n",
    "        vector[i][idx] = 1.0\n",
    "    return vector\n",
    "\n",
    "all_labels = [text2vec(i) for i in all_label_names]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、构建一个tf.data.Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.预处理函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_image(image):\n",
    "    image = tf.image.decode_jpeg(image, channels=1)\n",
    "    image = tf.image.resize(image, [50, 200])\n",
    "    return image/255.0\n",
    "\n",
    "def load_and_preprocess_image(path):\n",
    "    image = tf.io.read_file(path)\n",
    "    return preprocess_image(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.加载数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构建 `tf.data.Dataset` 最简单的方法就是使用 `from_tensor_slices` 方法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ZipDataset shapes: ((50, 200, 1), (5, 36)), types: (tf.float32, tf.float64)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AUTOTUNE = tf.data.experimental.AUTOTUNE\n",
    "\n",
    "path_ds  = tf.data.Dataset.from_tensor_slices(all_image_paths)\n",
    "image_ds = path_ds.map(load_and_preprocess_image, num_parallel_calls=AUTOTUNE)\n",
    "label_ds = tf.data.Dataset.from_tensor_slices(all_labels)\n",
    "\n",
    "image_label_ds = tf.data.Dataset.zip((image_ds, label_ds))\n",
    "image_label_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ds = image_label_ds.take(1000)  # 前1000个batch\n",
    "val_ds   = image_label_ds.skip(1000)  # 跳过前1000，选取后面的"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.配置数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先复习一下`prefetch()`函数。`prefetch()`功能详细介绍：CPU 正在准备数据时，加速器处于空闲状态。相反，当加速器正在训练模型时，CPU 处于空闲状态。因此，训练所用的时间是 CPU 预处理时间和加速器训练时间的总和。`prefetch()`将训练步骤的预处理和模型执行过程重叠到一起。当加速器正在执行第 N 个训练步时，CPU 正在准备第 N+1 步的数据。这样做不仅可以最大限度地缩短训练的单步用时（而不是总用时），而且可以缩短提取和转换数据所需的时间。如果不使用`prefetch()`，CPU 和 GPU/TPU 在大部分时间都处于空闲状态："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](pictures/12-1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用`prefetch()`可显著减少空闲时间："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](pictures/12-2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PrefetchDataset shapes: ((None, 50, 200, 1), (None, 5, 36)), types: (tf.float32, tf.float64)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BATCH_SIZE = 16\n",
    "\n",
    "train_ds = train_ds.batch(BATCH_SIZE)\n",
    "train_ds = train_ds.prefetch(buffer_size=AUTOTUNE)\n",
    "\n",
    "val_ds = val_ds.batch(BATCH_SIZE)\n",
    "val_ds = val_ds.prefetch(buffer_size=AUTOTUNE)\n",
    "val_ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、搭建网络模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "目前这里主要是带大家跑通代码、整理一下思路，大家可以自行优化网络结构、调整模型参数。后续我也会针对性的出一些调优的案例的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 48, 198, 32)       320       \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 24, 99, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 22, 97, 64)        18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 11, 48, 64)        0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 33792)             0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 1000)              33793000  \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 180)               180180    \n",
      "_________________________________________________________________\n",
      "reshape (Reshape)            (None, 5, 36)             0         \n",
      "_________________________________________________________________\n",
      "softmax (Softmax)            (None, 5, 36)             0         \n",
      "=================================================================\n",
      "Total params: 33,991,996\n",
      "Trainable params: 33,991,996\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras import datasets, layers, models\n",
    "\n",
    "model = models.Sequential([\n",
    "    \n",
    "    layers.Conv2D(32, (3, 3), activation='relu', input_shape=(50, 200, 1)),#卷积层1，卷积核3*3\n",
    "    layers.MaxPooling2D((2, 2)),                   #池化层1，2*2采样\n",
    "    layers.Conv2D(64, (3, 3), activation='relu'),  #卷积层2，卷积核3*3\n",
    "    layers.MaxPooling2D((2, 2)),                   #池化层2，2*2采样\n",
    "    \n",
    "    layers.Flatten(),                              #Flatten层，连接卷积层与全连接层\n",
    "    layers.Dense(1000, activation='relu'),         #全连接层，特征进一步提取\n",
    "    \n",
    "    layers.Dense(label_name_len * char_set_len),\n",
    "    layers.Reshape([label_name_len, char_set_len]),\n",
    "    layers.Softmax()                               #输出层，输出预期结果\n",
    "])\n",
    "# 打印网络结构\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、编译"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer=\"adam\",\n",
    "              loss='categorical_crossentropy',\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "63/63 [==============================] - 4s 21ms/step - loss: 3.2998 - accuracy: 0.0934 - val_loss: 2.2876 - val_accuracy: 0.2943\n",
      "Epoch 2/20\n",
      "63/63 [==============================] - 1s 9ms/step - loss: 1.7016 - accuracy: 0.5195 - val_loss: 1.2014 - val_accuracy: 0.6314\n",
      "Epoch 3/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.5267 - accuracy: 0.8379 - val_loss: 0.9039 - val_accuracy: 0.7286\n",
      "Epoch 4/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.1911 - accuracy: 0.9442 - val_loss: 0.8609 - val_accuracy: 0.7457\n",
      "Epoch 5/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0916 - accuracy: 0.9714 - val_loss: 0.8937 - val_accuracy: 0.7886\n",
      "Epoch 6/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0680 - accuracy: 0.9798 - val_loss: 0.5842 - val_accuracy: 0.8429\n",
      "Epoch 7/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0443 - accuracy: 0.9900 - val_loss: 0.6235 - val_accuracy: 0.8200\n",
      "Epoch 8/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0203 - accuracy: 0.9947 - val_loss: 0.7697 - val_accuracy: 0.8029\n",
      "Epoch 9/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0131 - accuracy: 0.9975 - val_loss: 0.6660 - val_accuracy: 0.8314\n",
      "Epoch 10/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0227 - accuracy: 0.9940 - val_loss: 0.6018 - val_accuracy: 0.8229\n",
      "Epoch 11/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0093 - accuracy: 0.9985 - val_loss: 0.5714 - val_accuracy: 0.8429\n",
      "Epoch 12/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 0.5793 - val_accuracy: 0.8571\n",
      "Epoch 13/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 2.6284e-04 - accuracy: 1.0000 - val_loss: 0.5920 - val_accuracy: 0.8571\n",
      "Epoch 14/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 1.8502e-04 - accuracy: 1.0000 - val_loss: 0.6031 - val_accuracy: 0.8571\n",
      "Epoch 15/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 1.4164e-04 - accuracy: 1.0000 - val_loss: 0.6120 - val_accuracy: 0.8571\n",
      "Epoch 16/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 1.1334e-04 - accuracy: 1.0000 - val_loss: 0.6198 - val_accuracy: 0.8571\n",
      "Epoch 17/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 9.4027e-05 - accuracy: 1.0000 - val_loss: 0.6269 - val_accuracy: 0.8571\n",
      "Epoch 18/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 8.0025e-05 - accuracy: 1.0000 - val_loss: 0.6335 - val_accuracy: 0.8514\n",
      "Epoch 19/20\n",
      "63/63 [==============================] - 1s 9ms/step - loss: 6.9294e-05 - accuracy: 1.0000 - val_loss: 0.6396 - val_accuracy: 0.8486\n",
      "Epoch 20/20\n",
      "63/63 [==============================] - 1s 10ms/step - loss: 6.0775e-05 - accuracy: 1.0000 - val_loss: 0.6448 - val_accuracy: 0.8486\n"
     ]
    }
   ],
   "source": [
    "epochs = 20\n",
    "\n",
    "history = model.fit(\n",
    "    train_ds,\n",
    "    validation_data=val_ds,\n",
    "    epochs=epochs\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs_range = range(epochs)\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.suptitle(\"微信公众号：K同学啊\")\n",
    "\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 七、保存和加载模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存模型\n",
    "model.save('model/12_model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载模型\n",
    "new_model = tf.keras.models.load_model('model/12_model.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 八、预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def vec2text(vec):\n",
    "    \"\"\"\n",
    "    还原标签（向量->字符串）\n",
    "    \"\"\"\n",
    "    text = []\n",
    "    for i, c in enumerate(vec):\n",
    "        text.append(char_set[c])\n",
    "    return \"\".join(text)\n",
    "\n",
    "plt.figure(figsize=(10, 8))            # 图形的宽为10高为8\n",
    "plt.suptitle(\"微信公众号(K同学啊)中回复（DL+12）可获取数据\")\n",
    "\n",
    "for images, labels in val_ds.take(1):\n",
    "    for i in range(6):\n",
    "        ax = plt.subplot(5, 2, i + 1)  \n",
    "        # 显示图片\n",
    "        plt.imshow(images[i])\n",
    "\n",
    "        # 需要给图片增加一个维度\n",
    "        img_array = tf.expand_dims(images[i], 0) \n",
    "\n",
    "        # 使用模型预测验证码\n",
    "        predictions = model.predict(img_array)\n",
    "        plt.title(vec2text(np.argmax(predictions, axis=2)[0]))\n",
    "\n",
    "        plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到验证码中大部分字符预测都是对的，但是少部分字符还是存在问题，大家可以试试优化一下网络结构，调整网络参数等。本案例适合练习优化技巧，借着这个案例了解一下不同的调整对结果有什么不同。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**来自专栏：**[**《深度学习100例》**](https://blog.csdn.net/qq_38251616/category_11068756.html)\n",
    "\n",
    "往期精彩内容：\n",
    "\n",
    "- [**深度学习100例-卷积神经网络（VGG-19）识别灵笼中的人物 | 第7天**](https://mtyjkh.blog.csdn.net/article/details/117395797)\n",
    "- [**深度学习100例 -卷积神经网络（ResNet-50）鸟类识别 | 第8天**](https://mtyjkh.blog.csdn.net/article/details/117587326)\n",
    "- [**循环神经网络（RNN）实现股票预测-深度学习100例 | 第9天**](https://mtyjkh.blog.csdn.net/article/details/117752046)\n",
    "- [**循环神经网络（LSTM）实现股票预测-深度学习100例 | 第10天**](https://mtyjkh.blog.csdn.net/article/details/117907074)\n",
    "- [**卷积神经网络（AlexNet）手把手教学-深度学习100例 | 第11天**](https://mtyjkh.blog.csdn.net/article/details/117986183)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可接外包项目，有需要的可以通过左侧联系方式找到我，备注：CSDN+外包"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**关注、点赞、收藏，送我上热搜，谢谢大家啦！**"
   ]
  }
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